{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TMLE Example Notebook"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook demonstrates the issue of using uplift curves without knowing true treatment effect and how to solve it by using TMLE as a proxy of the true treatment effect."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:00:37.209142Z",
     "start_time": "2020-04-14T19:00:36.739696Z"
    },
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "base_path = os.path.abspath(\"../\")\n",
    "os.chdir(base_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:00:37.956988Z",
     "start_time": "2020-04-14T19:00:37.212224Z"
    },
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [],
   "source": [
    "import logging\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split, KFold\n",
    "import sys\n",
    "import warnings\n",
    "warnings.simplefilter(\"ignore\", UserWarning)\n",
    "\n",
    "from lightgbm import LGBMRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:00:39.276376Z",
     "start_time": "2020-04-14T19:00:37.959788Z"
    },
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.7.0\n"
     ]
    }
   ],
   "source": [
    "import causalml\n",
    "\n",
    "from causalml.dataset import synthetic_data\n",
    "from causalml.inference.meta import BaseXRegressor, TMLELearner\n",
    "from causalml.metrics.visualize import *\n",
    "from causalml.propensity import calibrate\n",
    "\n",
    "print(causalml.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:00:39.334893Z",
     "start_time": "2020-04-14T19:00:39.280409Z"
    }
   },
   "outputs": [],
   "source": [
    "logger = logging.getLogger('causalml')\n",
    "logger.setLevel(logging.DEBUG)\n",
    "plt.style.use('fivethirtyeight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generating Synthetic Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:00:39.793117Z",
     "start_time": "2020-04-14T19:00:39.338017Z"
    }
   },
   "outputs": [],
   "source": [
    "# Generate synthetic data using mode 1\n",
    "y, X, treatment, tau, b, e = synthetic_data(mode=1, n=1000000, p=10, sigma=5.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:00:40.108040Z",
     "start_time": "2020-04-14T19:00:39.796174Z"
    }
   },
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test, e_train, e_test, treatment_train, treatment_test, tau_train, tau_test, b_train, b_test = train_test_split(X, y, e, treatment, tau, b, test_size=0.5, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculating Individual Treatment Effect (ITE/CATE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:01:41.773553Z",
     "start_time": "2020-04-14T19:00:40.111749Z"
    }
   },
   "outputs": [],
   "source": [
    "# X Learner\n",
    "learner_x = BaseXRegressor(learner=LGBMRegressor())\n",
    "learner_x.fit(X=X_train, treatment=treatment_train, y=y_train)\n",
    "cate_x_test = learner_x.predict(X=X_test, p=e_test, treatment=treatment_test).flatten()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:01:42.479937Z",
     "start_time": "2020-04-14T19:01:41.779961Z"
    }
   },
   "outputs": [
    {
     "data": {
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428jMzESPHj1w7tw5xMbGwtbWFgAQFBSE9PR07N69G127dlXI4+3btwW6UZKQkIAaNWrg9OnT0NLSAgBMnToV7du3h7+/P/r27YtmzZoBAEaMGIGoqChs2bIF8+fPV8hH3lvh7u6e77IBoH///jh58iT27NkjrPq1fv160TZbVKZOnYq4uDj4+fkp9JJ//PgRbm5u2LJlC3r16oX27dsL+2JiYpQCxbS0NPTp0wfLly/HsGHDYGBgoFTWrVu3cOHCBdG5sMePH8fmzZsVVj2Tt+sNGzZg4cKFwvYlS5bgzJkz8PT0xPz586Gurg7gU6+Tp6cndu/ejR07duCHH35QKOPp06fo3Lkztm/fjnLlyuXrPTI0NMStW7cUblwAn274dOrUCXPmzEH//v2FdiOXkZGB5ORkREVFCcHJ7Nmz0bJlS2zfvh2zZ89GlSpVAHyar7Zw4UJUqVIF58+fV/lbVtAbf1evXsWtW7fQoUMH4W/Jzc0Nq1atQkhICEaOHKmQ/vr165g+fToqVaqEEydOwMrKSmH/06dPAUC46RMaGoomTZoU6HsnLw0bNsS9e/eUAumHDx+iY8eOmDVrFi5evFgkZVHx4ZA8+teQ/yi8evUqX+nLly+vtE3+I1BQP/zwQ4GDJQAYNWqU8AMDAOrq6pg3bx4kEgl27txZqLp8jWfPnuH06dMwNTVVCtZsbGwwbNgwpKenq1ydrXr16pgyZYrCNmdnZ5iZmeGPP/7IV/m7d+9GRkYGhg8frnTHz8vLC9WqVcPJkyeFeUuFlZiYCODTwheFIV/sIffdWXmv25eGjRTU2rVrsXjxYpX/VA3dzMvOnTvh5+eHhQsXYsKECWjWrBn++usv1KlTR2XP2LBhw1T2wMlXrFq1apXSQhHfffcdrK2tERYWJgxfu3TpEu7fvw9HR0elYaUeHh6oUaNGvuqfmZmJLVu2oHz58li5cqXShZiWllaB57J9Tj6cy8vLS2H+jZqaGnx8fKCtrY1du3YhOztb6dhp06Yp3EjQ1NQU2oWq4VmqvoN0dXWVLmC/ZO7cuQrHGBgY4OeffwbwqTdVrlevXjA0NERQUJBCL/ibN2+wb98+mJiYoFu3bgUqGwDmzZsHNTU1pKenY8SIEbC3ty9wHgWRmJiIvXv3ws7OTmlIcfny5TFnzhwAn75Pcvs8WAKAcuXKYdiwYcjIyBC9qJ08eXKeCwe1a9dOaYloecCT+3PPysrChg0bYGpqqhAsAZ+++318fFTWW27BggX5DpaAT+/F58ESAFSuXBmDBg3Cy5cvcePGDZXH+vj4KPTk6Orqol+/fsjKykJcXJywfffu3cjKysrzt6yg5Ddacn+/yv+/bds2pfSbN29GdnY2pk+frhQsASj2RZ+kUqlSsAR8msPao0cP3Lx5E8nJycVaB/p67GGif428hhblNmDAAISFhcHZ2Rl9+vRBmzZt0KJFi3xftKkiv4NbUK1atVLaVqdOHRgaGuL+/ft4+/Ztsd+pze369esAAHt7e5UXbU5OTvD39xfS5dawYUOFCwA5MzMzREdHF6h8Vb1R5cqVg4ODAw4cOIC4uDiVFwIl4dKlS7h37x5atWqlMNTGxcUFU6dOxf79+7FgwYIi+9xu3bpVZIs+5L54rlChAiwsLPDDDz+IDgETa9dXrlyBpqYmDhw4oHJ/VlYWsrKycP/+fTRs2FD4XFW1d3V1ddjb2+frmWR3797F27dv0bx582L7/PNqg8bGxqhXrx6uX7+O+/fvo06dOgr7VT0TSf7ZyXu+AKBfv37YuHEj3Nzc0LNnT7Rr1w52dnZK+eWHtra20pwK4P/f69wXt5qamhg6dCiWLVuGsLAw4SJ/z549eP/+PcaOHavyb/hL5CtNAp+GPH/48EFpdUP5YiefGzp0aIHb99WrV5GTk4OcnByV8xXT0tIAAH/++afC9ocPH2L16tU4f/48nj17ho8fPyrsf/bsmcryvtRjrOpzr1ChAqpUqaLwud++fRtv3ryBkZERlixZojIvLS0tpXoDn+YbFqZ93LhxA2vWrMHly5eRmJiI9PR0hf3Pnj1T+juXSCRCb2huqtqyvH3l9VuWO/2XpKam4uDBg6hUqRL+85//CNvr1q0LOzs7REdHIzo6WmHeqXyeUKdOnfJdTlG7ePEi1q9fjz/++AMvX75UGpb/7Nkzlb2XVHYwYKJ/jRcvXgAAqlatmme6Xr16ITQ0FP7+/ggODhbuWFlbW2PatGmFelBmYe9qix1nYGCAxMTEEg+Y5JPNxeolHzOv6rk9YktSq6urCxdTxVl+QRgZGeHevXuiF0h5kfcgfT72X0dHB71798bOnTuxd+/eAg9tKgnHjx/P99A0QPxzeP36NWQyGRYvXpzn8fIepi99rvn9+5F/7sUZLH+prsbGxrh+/Xq+/wbkQ3xz90jZ2dnh+PHjWLFiBY4cOSIsTmFhYYGJEycqDcfKS9WqVVXeJJLX//MFJH788UesXLkSgYGBQsC0ZcsWqKurF6hcuaNHj2L79u1o3LgxWrZsiXXr1uG///0vli9frpAuKytLZXvp2LFjgQOmv//+G8CnC+W8JtXnXqAjPj4eHTt2xNu3b9GqVSt07NgRurq6UFdXx4MHDxAaGio69/RLc4XEvvs0NDQUPvfXr18Ldcnrb0fVwiKF+Y2JjIwUnoPl5OSEHj16oGLFilBTU0NsbCxOnjyp8py1tLRU9n6qastf+nsxMDAoUMAUEhKCDx8+wN3dXak3bciQIYiOjsbWrVsVAqaS+F7Iy759+zBixAjo6OjAyckJFhYWqFChAiQSCc6fP4/Lly/ne14zlR4GTPSv8NdffyEhIQEaGhoq74x9rnPnzujcuTM+fvyIa9eu4fTp09i0aRN+/PFHhIWFFWgSOvDlXi0xSUlJKu8ayrvvcwdLEolE5TAg4OsDCDl5L4PY6kbyoWzF9eymkirfwcEBEREROH/+vLAccn68fv0ahw4dAvBp/pCnp6fKdFu3bi2TAVNBibVrXV1dqKmp5Ws1NeDLn2t+V9OSX5h+7ZDMvOSuq6qFHeQ3Zr62Ddrb2yMkJAQZGRm4fv06fvvtN2zcuBETJkxAhQoVMGDAgHzl8/LlS8hkMqXPSv6efl5PMzMzdOnSBceOHcOff/6J1NRU3Lx5E927dy/wENWkpCRhgZYNGzbAwsICERER2Lx5M7p164aOHTsKacuVK1egC+e8yNvB+PHjleZiiVm9ejVSU1OV5hoBn4aqyoNWVYrqOVLyz6J3794FHrpbmDosWbIE6enpOHXqlNJKoAsXLsTJkycLnOfncv+95PVbll/y92XLli3C0LzPHTx4EH5+fkI7qFSpEhISEvD8+XNYWloWqLzPyRfbULUaoEwmw9u3b5UCZF9fX+jo6CAiIkKp/EePHglzZqls4xwm+leQ363r3r27yoscMeXLl0erVq3g7e0NHx8fyGQyHD16VNgvH56S3x6SglK1THd8fDySkpJgaWmpEDDJly1WRdWDVQtTd/k8rCtXrqi8I3b+/HkAyFdQWhjypdA/XwYe+LQ62pUrVxTSFdaQIUOgqamJw4cP4/bt23mmzT2ERT5Zv2HDhvj+++9V/jMxMcH169cRGxv7VXUsy+zs7JCSkoI7d+7kK33uJe4/l52dLXyuX1KvXj3o6uri1q1b+Qqa5Bc/Yjca8qqrqjaYmJiIe/fuQVdXF7Vq1cp3nnnR0tJCixYtMG3aNKxduxYAcOTIkXwfn56ejqtXryptl7/XquZWjhgxAsCni1P5Ral8qeyC8PT0xMuXLzF37lxYWVlBW1sb69evh5aWFsaNGyf0qBS15s2bQyKRICoqKt/H3L9/HxKJBD179lTap6pdFgdra2vo6Ojg6tWrostzF6X79++jWrVqKh+bUFTnLG9fef2W5Vd0dDRu376NatWqiX6/NmrUCB8+fFAIcOUL1oSHh3+xjNyLbKgin7el6lEDt2/fVhrGmZOTg4cPH8LGxkYpWMrKysr3cHQqfQyY6JuWkpKCyZMnIzQ0FJUrV8bcuXO/eMzFixdV/ljJey9yj72XLwLx5MmToqnwZ9atW6eQd3Z2Nry9vSGTyZSW7m7evDmePn2KU6dOKWzftm2bygtOqVQKiUQiGmSpYmpqCmdnZyQkJOCXX35R2Hfnzh0EBgZCW1sbAwcOzHeeBTFw4EBoaWlh8+bNSuP4V6xYgWfPnqFz585fPfSiRo0amD59OjIzMzFw4EDRYT0REREK4+jlwzcXL16MNWvWqPwnn4Re1Is/lCXynrUJEyaoDFzS0tIULmYdHR1Rs2ZNXLp0SeGGBABs2LAhX/OXgE9zcIYNG4aPHz9i4sSJSvMxMjMzFe5oy/9+C/I3IH/my9KlSxUu9mQyGebMmYO0tDQMHjy4UHN95C5fvizMs8lN/h2kajhUXubNm6dwg+Ply5dYtWoVAOWho8Cn54vVqlULQUFBOHDgAGrUqAFnZ+cClblx40aEh4ejQ4cO8PDwELbLV6t8/vx5sT0I2dTUFH369MHVq1exYsUKlRe/jx8/xl9//SW8Njc3h0wmU7qwP378uMpFbIqDtrY2fvrpJyQkJGDGjBkq20BycjJu3rxZJOWZm5sjKSlJ6bt048aNRRYwubm5QV1dPc/fsvySB++jR48W/X6Vz/3KvfjDiBEjoK6ujkWLFqmc/5U7+JEvziD2ndC0aVNIJBLs3r0bHz58ELa/fftW5bLzampqMDMzw7179xS+e3JycuDj44P79+/n+/ypdHFIHn0z5JN7c3Jy8ObNG8THxyMqKgofP36ElZUV1q9fn6/u+OnTpyMhIQEODg4wNzdHuXLlcOvWLZw5cwZVqlRRGMffvn17rF69GvPnz8edO3eEu0+frwZXWHZ2dmjTpo3Cc5hu376Npk2bYuzYsQppx40bhzNnzuC7775D7969YWBgIDw7pUuXLkrDKypWrAg7OztcuXIFrq6uaNy4MTQ1NeHo6Khygq7cihUr0LVrV2H55hYtWgjPYUpLS8OqVauKbdUhc3NzLF68GJMmTUL79u3Ru3dvGBkZ4cqVK4iMjISpqanS3IjCmjx5sjCvomPHjrCzs0OTJk2gq6uL5ORkXL58Gffu3RN6EiIjI/Hnn3+ibt26cHR0FM130KBB8PHxwb59++Dr61ugHk9V8lpW3N7eHh06dPiq/Aujffv2mDt3LubNm4emTZuiU6dOsLCwwIcPH/DkyRNERUXB0tIS586dA/DpouLXX39F3759MXToUIXnMEVERMDZ2Vn0QZqfmzFjBq5du4YTJ06gWbNm6NKlC/T09JCQkIBz587By8tLuIBv37491q5di7lz5+LmzZuoVKkS1NTUMHnyZNH8HR0dMX78eKxevRotW7ZE7969UbFiRZw9exZxcXFo0KABZs+e/VXv38qVK3Hp0iU4ODigRo0a0NXVRXx8PE6ePIkKFSpg1KhR+c7L1NQUb968gaOjI7p164a0tDQcPHgQycnJ8PT0VLlcvEQigbu7u3AeP/74Y4GGfP3555+YM2cOKleuDH9/f6VjJ0yYgFOnTuHAgQPo3r17vocXyi1dulThAcO5DR8+HM2bN8eKFSvw8OFDzJ8/H7t27YKDg4Mw9zM+Ph5//PEHli9fLvz9enh4YM+ePRg0aBBcXFyEJbfPnj2L3r17iy5gUtRmzpyJO3fuYOPGjTh69CjatGkDExMTvHz5Evfv38fly5cxbty4Lz4fLj/GjBmDyMhIdOzYEX369IGOjg6uXbuG33//Hb169cLhw4e/uozatWtj5syZ8PHxUfotS0tLg5WVVb6G7qakpODgwYPQ0tJSGeTLOTg4wMrKCjdv3sTvv/+O5s2bo1GjRvDz88O0adPQpk0bdOvWDbVq1cLff/+N2NhYaGhoCL1P8ofVnzt3Dh4eHqhVqxbU1NTQs2dP1KtXD+bm5ujbty/27duHNm3aoFOnTvjw4QPOnDmDOnXqqGyXY8aMwYwZM9C6dWv06tVL6P188OABOnfurHSTk8omBkz0zZAPu9PU1ETFihVhYmICFxcX9OjRo0APyJs8eTKOHj2KmJgYYdiNiYkJRo8ejTFjxigEA+3bt8eiRYuwdetWbNq0SbijXVTO4fdLAAAgAElEQVQB06JFi3D48GFs374djx8/RtWqVYUv38+XTG7bti2Cg4OxZMkSHD58GFpaWnB0dER4eDgOHTqkcjz6+vXrMWvWLERFRSE8PBw5OTmYNm1angFTjRo1cO7cOSxbtgwnTpzA5cuXoaOjg1atWmH8+PF5Po+qKLi7u8PS0hJr1qzB0aNH8f79e1SrVg0eHh7w8vL66mWjc5s2bRr69OmDTZs24eLFiwgODsaHDx9QuXJlNGjQAB4eHhg0aBCA/+8x+tKcp6pVq6J79+44ePAg9u3bV6iJ9LnJh2mpMnbs2FIJmADg559/Fib5X7lyBcePH4euri6MjY3h6uqKvn37KqRv1aoVjh8/Dh8fH4SHh0NNTQ3NmjXD0aNHceLEiXwHTOXKlcP+/fuxZcsWhISEYPfu3cjJyYGxsTE6deqk8IDITp06YcGCBdi+fTs2btyI9PR0qKur5xkwAZ8eXGtra4uNGzcKiwHUqFEDU6ZMwYQJE746CP7pp5+gr6+PP/74A1euXEFmZiZMTEwwZMgQeHp6Fmg1NC0tLYSFhWHevHkIDQ3F69evYWlpienTp+f5EOUhQ4Zgzpw50NDQEHrV8iMzMxMeHh74+PEjAgICVPb2qqmpISAgAK1bt4aXlxccHR0LtLBDXheYHTt2RPPmzSGVSnHixAls3boV+/btQ1hYGNLS0mBgYAALCwvMmzdPYQn7Jk2a4NChQ1i4cCGOHz8OmUyGBg0aIDg4GBoaGiUWMGlpaWH37t0ICQlBUFAQTp06hXfv3kFfX194NIObm1uRlNWjRw/s3LkTK1aswL59+6Curo7mzZvj6NGjuHXrVpEETMCn31QTExP4+/sjKCgIurq66NSpE+bNm5dn8JNbSEgIPn78iN69e39x4abvv/8es2fPxtatW4UbAh4eHmjYsCF+/fVXXLx4EUePHkWVKlVgbW2t0L41NTURFBSE+fPn48SJE3j79i1kMhksLS1Rr149AJ9uUpmYmGD//v3YvHkzqlWrhkGDBmHKlClo2LChUn1GjRoFHR0drFu3Djt37kSFChXQqlUrbNq0CcHBwQyY/iEkKSkp+e8PJSIiom/epUuX0L17d/Tt21d4aC0R0b8V5zARERGRAvkcxdzzj4iI/q04JI+IiIhw8+ZNnDp1SngGT8eOHeHg4FDa1SIiKnWl2sMUGRkJNzc31K9fH1KpVOEp85/7+eefIZVKsWbNGoXt6enpmDJlCiwtLWFiYgI3Nzel5R6fPHkCV1dXmJiYwNLSElOnTlVaEvnixYto164djIyM0LhxY5VDEDZt2oRGjRrByMgI7dq1w6VLl77i7ImIiMqOa9euYf78+Th37hx69eqFdevWlXaViIjKhFINmN6/fw9ra2ssWrQoz2VSDx06hD/++EPl5NEZM2YgLCwMmzdvxrFjx/D27Vu4uroKy4hmZ2fD1dUV7969w7Fjx7B582YcPnwYs2bNEvJ4+PAhBg4cCDs7O0RERGDSpEmYOnWq8ABKANi/fz+mT5+OyZMnIyIiAnZ2dhgwYECxLSdNRERUkoYOHYqUlBQ8fvwY27dv/+LkeiKif4sys+iDqakplixZovRsmcePH6NLly44ePAg+vfvDw8PD4wbNw4AkJqaitq1a8Pf31947svTp0/RsGFD7N27F87OzggPD8fAgQNx48YNYXWzkJAQjB8/HvHx8dDT04O3tzfCwsJw7do1odxx48bh7t27wlKTzs7OsLGxwerVq4U0TZs2hYuLC7y9vYv1vSEiIiIiotJRphd9yMrKwogRI+Dl5QUrKyul/bGxscjMzFRYNtfMzAxWVlbCgzqjo6NhZWWlsBS0s7Mz0tPTERsbK6T5fOldZ2dnxMTEIDMzExkZGYiNjVVK06FDh3w/gZ6IiIiIiP55ynTA5OfnhypVqog+KyIpKQnq6upKDwozMDAQnsCelJQEAwMDhf36+vpQV1fPM42BgQGysrLw6tUrvHr1CtnZ2SrT5H7SOxERERERfVvK7Cp5Fy5cQFBQkPDg0H+i+Pj40q4CERERERHl4UsPBC+zAdPFixfx4sULhaF42dnZ8Pb2RkBAAG7fvg1DQ0NkZ2fj1atXCpNTk5OT0bJlSwCAoaGh0rA5eY+RoaGhkCY5OVkhTXJyMjQ0NKCvrw+ZTAZ1dXWVaeR5qFKQp7F/jfj4+BIriwhgm6OSxzZHJY1tjkoD213ZVGaH5I0YMQKRkZG4cOGC8K9atWoYM2aMsHqdra0tNDU1cfbsWeG4hIQE3Lt3D/b29gAAOzs73Lt3T2Gp8bNnz0JbWxu2trZCmtx5yNM0adIEmpqa0NLSgq2trco08nKIiIiIiOjbU6o9TO/evcP9+/cBADk5OXj69Cni4uJQuXJlVK9eXWnOkIaGBoyMjITIu1KlSvj+++/h7e0NAwMDVK5cGbNmzYKNjQ2cnJwAfFqYoX79+hg1ahR8fX3x+vVrzJkzB0OHDoWenh4AwN3dHRs3bsT06dPh7u6OK1euICgoCJs2bRLK9vT0xMiRI9GsWTPY29sjMDAQL168gLu7ewm8U0REREREVBpKNWCKiYlBz549hdd+fn7w8/PDoEGDEBAQkK88/Pz8oK6uDnd3d6SlpaFt27ZYt24d1NXVAQDq6uoICQmBl5cXunbtinLlymHAgAHw8fER8rCwsEBoaChmzpyJwMBAGBsbY/HixXBxcRHS9O3bF3///TeWLl2KxMRE1K9fH6GhoTA3Ny+id4OIiIiIiMqaMvMcJio8jnelksY2RyWNbY5KGtscvX//HllZWSVa5ps3b4QRUFS0dHR0oKFRuL6iMrvoAxERERFRaUhPTwfwafpHSdLW1ka5cuVKtMx/A5lMhpSUFOjq6hYqaCqziz4QEREREZWGtLQ0VKhQobSrQUVEIpFAKpXi/fv3hTqeARMRERER0WckEklpV4GK0Nd8ngyYiIiIiIiIRDBgIiIiIiIiEsGAiYiIiIiISARXySMiIiIi+oLYlxnFXkZ6Rha0tT6VY1tVK9/H5eTkoEePHtDT00NISIiw/cOHD2jbti3atGmDlStXqjzWz88Phw8fRlRU1NdV/hvGHiYiIiIion8wNTU1BAQE4OLFi9ixY4ew3dvbG9nZ2fD19S3F2inLyCi+4DMnJwfZ2dlFmicDJiIiIiKifzgLCwv4+Phg1qxZePz4Mc6fP4/AwECsXbsWOjo6hc43IyMD3t7esLa2RrVq1dC+fXucOXNG2J+dnY2xY8eiUaNGMDY2RtOmTfHLL78gJydHSDN69Gi4urpi1apVsLa2hrW1NQCgYcOGWLp0KX7++WdUr14d1tbWWL16tUL5qampmDBhAmrXrg0zMzN0794dMTExwv5du3bB1NQUp06dQsuWLWFgYIB79+4V+nxV4ZA8IiIiIqJvwLBhw3DkyBGMHDkST548gaenJ1q2bPlVeXp6euLBgwfYuHGjEJi4ubnht99+Q8OGDZGTk4Nq1aph69at0NfXx7Vr1zBhwgRUrlwZQ4cOFfKJjIyEnp4e9u7dC5lMJmxfu3YtZsyYgfHjxyM8PBzTpk2Dg4MD7OzsIJPJ4OrqKgw1rFy5MoKCgtCrVy9cvXoVxsbGAD49N2vp0qVYuXIlqlatCiMjo686588xYCIiIiIi+kasWLECTZo0Qc2aNTFr1qyvyuvBgwfYu3cv4uLiUL16dQCAh4cHzp07h61bt2L58uXQ1NRUKKdGjRq4fv069u3bpxAwaWtr49dff4W2trZCGR06dICHhwcAYOTIkVi/fj3Onz8POzs7RERE4MaNG/jf//6H8uXLAwBmz56NEydOICQkBBMmTADwqZdr6dKlsLW1/arzFcOAiYiIiIjoG7Fz506UL18ez549w6NHj1C3bt1C53X9+nXIZDI4ODgobE9PT0fbtm2F14GBgdi+fTuePHmCtLQ0ZGZmCgGWXP369ZWCJQCwsbFReG1sbIzk5GSh/A8fPqB27doKadLS0vDgwQPhtYaGBho2bFi4k8wHBkxERERERN+Aa9euYdWqVQgODsbmzZsxevRonDp1Curq6oXKLycnBxKJBL/99hs0NTUV9pUrVw4AsH//fsyYMQM+Pj6ws7ODnp4eNm7ciCNHjiikF5tH9Xm+EolEGLKXk5MDQ0NDHD9+XOk4XV1d4f/a2tqFPsf8YMBERERERPQPl5aWhlGjRmHw4MHo1KkTGjVqBAcHB/zyyy+YNGlSofJs1KgRZDIZEhMTFXqUcouKikKzZs2EYXUAFHp/vkbjxo2RlJQENTU1WFhYFEmehcGAiYiI6BtXnM+PKcizYoio+MybNw9paWlYsGABAMDIyAjLli3D6NGj0a1bN9SvX1/02LS0NMTFxSlsq1ChAmrXro2BAwdizJgxWLBgARo3bozXr1/j4sWLqFGjBnr16oXatWsjODgY4eHhsLS0xL59+3Dp0iVUqlTpq8/JyckJDg4OGDx4MObNm4c6deogKSkJp0+fhpOTExwdHb+6jPxgwERERERE9AUlcXMgLS0H5coVvJzIyEhs2LABBw8eVBiq1q9fPxw+fBijR4/G6dOnoaGh+tL/wYMHSj1Itra2OHfuHPz9/bFs2TLMmTMHz549Q+XKldG0aVO0adMGAODu7o4bN25gxIgRkMlk6NWrFzw9PbFz584Cn8fnJBIJQkND4evriwkTJiA5ORmGhoawt7fHoEGDvjr/fNcjJSVF9uVkVJbFx8ejTp06pV0N+hdhm6OSxjb3ddjDVHBsc/9uqampRdJDUlBpaWnC3CAqeoX9XPngWiIiIiIiIhEMmIiIiIiIiEQwYCIiIiIiIhLBgImIiIiIiEgEAyYiIiIiIiIRDJiIiIiIiIhEMGAiIiIiIiISwYCJiIiIiIhIBAMmIiIiIiIiEQyYiIiIiIioWF24cAFSqRSvXr0q7aoUmEZpV4CIiIiIqKxTe3Cv2MtQz8iAmpYWACCnplWh84mNjUWHDh3QokULnDx5Mt/H+fn54fDhw4iKiip02d8i9jAREREREX1DduzYgeHDh+POnTu4d6/4A71vHQMmIiIiIqJvxMePH7Fnzx78+OOP6NWrF3bs2KGw//nz5/jpp59Qs2ZNVKtWDa1bt0ZERAR27dqFxYsX486dO5BKpZBKpdi1axcAQCqV4tChQwr5NGzYEGvWrBFe//rrr3B0dISJiQnq16+PcePGISUlpfhPuARwSB4RERER0Tfi0KFDqF69OmxsbODq6gp3d3d4e3tDU1MT79+/R48ePWBgYIBdu3ahWrVquHHjBgCgb9++uHPnDk6ePIkjR44AAPT09PJdrpqaGvz8/GBhYYEnT55g6tSpmDp1KjZs2FAs51mSGDAREREREX0jduzYATc3NwBA69atUb58eRw7dgwuLi7Yu3cvkpKSEB4eDn19fQBAzZo1hWN1dHSgoaEBIyOjApc7ZswY4f81atTA/PnzMXjwYKxbtw5qav/sQW3/7NoTEREREREA4P79+7h8+TL69+8PAJBIJBg4cKAwLC8uLg42NjZCsFSUzp8/j969e8Pa2hpmZmb4/vvvkZGRgcTExCIvq6Sxh4mIiIiI6Buwfft2ZGdno0GDBsI2mUwGAHj69Gmh85VIJEI+cllZWcL/Hz9+DFdXVwwdOhQzZ85ElSpVcP36dQwfPhwZGRmFLresYMBERERERPQPl5WVheDgYHh7e6NLly4K+0aOHIldu3ahUaNGCAkJwatXr1T2MmlpaSE7O1tpe9WqVfHixQvhdVJSksLrmJgYZGRkwM/PD+rq6gCAEydOFNWplToGTERERERE/3AnT57Eq1ev8MMPP6BKlSoK+/r164fAwEBERUVh5cqVGDx4MLy9vWFiYoLbt2+jYsWKaNu2LczNzfHkyRPExsaievXqqFixIrS1tdG2bVts2rQJ9vb2UFNTg4+PD8qVKyfkX6tWLeTk5GDt2rXo2bMnfv/9d6xbt66k34Jiw4CJiIiIiOgLvuZBsvmVnZaGnFyBSEHs2LEDbdq0UQqWAKB3796YO3curly5gqNHj2L27Nlwc3NDZmYmateujYULFwIAevXqhbCwMLi4uCA1NRX+/v4YMmQIfH19MW7cOPznP/+BgYEB5s2bp/B8pwYNGmDRokX45ZdfsGDBAtjZ2cHHxwfu7u6FeyPKGElKSorsy8moLIuPj0edOnVKuxr0L8I2RyWNbe7rxL4svjkEtlW1ii3v0sQ29++WmpqKSpUqlXi5aWlpCj03VLQK+7lylTwiIiIiIiIRDJiIiIiIiIhEMGAiIiIiIiISwYCJiIiIiIhIBAMmIiIiIiIiEQyYiIiIiIg+I5NxIelvydd8ngyYiIiIiIhyKVeuHD58+FDa1aAiIpPJkJKSAh0dnUIdzwfXEhERERHloq2tjaysLKSmppZouW/evIGenl6JlvlvoaurCw2NwoU+DJiIiIiIiD5T2N6Ir5GUlITq1auXeLmUNw7JIyIiIiIiEsGAiYiIiIiISAQDJiIiIiIiIhEMmIiIiIiIiEQwYCIiIiIiIhLBgImIiIiIiEgEAyYiIiIiIiIRDJiIiIiIiIhEMGAiIiIiIiISUaoBU2RkJNzc3FC/fn1IpVLs2rVL2JeZmQlvb284OjrCxMQEVlZWGDFiBJ48eaKQR3p6OqZMmQJLS0uYmJjAzc0NCQkJCmmePHkCV1dXmJiYwNLSElOnTkVGRoZCmosXL6Jdu3YwMjJC48aNERgYqFTfTZs2oVGjRjAyMkK7du1w6dKlInw3iIiIiIiorCnVgOn9+/ewtrbGokWLUL58eYV9Hz58wPXr1+Hl5YXz588jKCgICQkJ6N+/P7KysoR0M2bMQFhYGDZv3oxjx47h7du3cHV1RXZ2NgAgOzsbrq6uePfuHY4dO4bNmzfj8OHDmDVrlpDHw4cPMXDgQNjZ2SEiIgKTJk3C1KlTcejQISHN/v37MX36dEyePBkRERGws7PDgAEDlAI4IiIiIiL6dkhSUlJkpV0JADA1NcWSJUswZMgQ0TR3796Fg4MDIiMjYWNjg9TUVNSuXRv+/v4YOHAgAODp06do2LAh9u7dC2dnZ4SHh2PgwIG4ceMGzMzMAAAhISEYP3484uPjoaenB29vb4SFheHatWtCWePGjcPdu3cRHh4OAHB2doaNjQ1Wr14tpGnatClcXFzg7e1dHG9JvsXHx6NOnTqlWgf6d2Gbo5LGNvd1Yl9mfDlRIdlW1Sq2vEsT2xyVBra7sukfNYfp7du3AACpVAoAiI2NRWZmJjp06CCkMTMzg5WVFa5cuQIAiI6OhpWVlRAsAZ+Cn/T0dMTGxgppcuchTxMTE4PMzExkZGQgNjZWKU2HDh2EcoiIiIiI6NujUdoVyK+MjAzMnj0bXbt2hampKQAgKSkJ6urq0NfXV0hrYGCApKQkIY2BgYHCfn19fairqyukcXJyUsojKysLr169gkwmQ3Z2tlI+uctRJT4+vlDnWhglWRYRwDZHJY9trvAev5MUW946r8vEQJViwTZHpYHtruR9qVfvHxEwZWVlwcPDA6mpqQgODi7t6uRbSXWpsvuWShrbHJU0trmv874Yh+TV4ZA8oiLDdlc2lfkheVlZWRg+fDhu3bqFQ4cOoUqVKsI+Q0NDZGdn49WrVwrHJCcnw9DQUEiTnJyssP/Vq1fIzs7OM01ycjI0NDSgr68v9EipSiPPg4iIiIiIvj1lOmDKzMyEu7s7bt26hbCwMBgZGSnst7W1haamJs6ePStsS0hIwL1792Bvbw8AsLOzw7179xSWGj979iy0tbVha2srpMmdhzxNkyZNoKmpCS0tLdja2qpMIy+HiIiIiIi+PaU6JO/du3e4f/8+ACAnJwdPnz5FXFwcKleujGrVquGHH35ATEwMgoODIZFIkJiYCADQ09ND+fLlUalSJXz//ffw9vaGgYEBKleujFmzZsHGxkaYk9ShQwfUr18fo0aNgq+vL16/fo05c+Zg6NCh0NPTAwC4u7tj48aNmD59Otzd3XHlyhUEBQVh06ZNQl09PT0xcuRINGvWDPb29ggMDMSLFy/g7u5esm8aERERERGVmFINmGJiYtCzZ0/htZ+fH/z8/DBo0CBMnz4dx44dAwClBRn8/f2F5cf9/Pygrq4Od3d3pKWloW3btli3bh3U1dUBAOrq6ggJCYGXlxe6du2KcuXKYcCAAfDx8RHys7CwQGhoKGbOnInAwEAYGxtj8eLFcHFxEdL07dsXf//9N5YuXYrExETUr18foaGhMDc3L663h4iIiIiISlmZeQ4TFR4nCFJJY5ujksY293X4HKaCY5uj0sB2VzaV6TlMREREREREpYkBExERERERkQgGTERERERERCIYMBEREREREYlgwERERERERCSCARMREREREZEIBkxEREREREQiGDARERERERGJYMBEREREREQkggETERERERGRCAZMREREREREIhgwERERERERiWDAREREREREJIIBExERERERkQgGTERERERERCIYMBEREREREYlgwERERERERCSCARMREREREZEIBkxEREREREQiGDARERERERGJYMBEREREREQkggETERERERGRCAZMREREREREIhgwERERERERiWDAREREREREJIIBExERERERkQgGTERERERERCIYMBEREREREYlgwERERERERCSCARMREREREZEIBkxEREREREQiGDARERERERGJYMBEREREREQkggETERERERGRCAZMREREREREIhgwERERERERiWDAREREREREJIIBExERERERkQgGTERERERERCIYMBEREREREYlgwERERERERCSCARMREREREZEIBkxEREREREQiGDARERERERGJYMBEREREREQkggETERERERGRCAZMREREREREIhgwERERERERiWDAREREREREJIIBExERERERkQgGTERERERERCIYMBEREREREYlgwERERERERCSCARMREREREZEIBkxEREREREQiSjVgioyMhJubG+rXrw+pVIpdu3Yp7JfJZPDz80O9evVgbGyMHj164M6dOwppUlJS4OHhAXNzc5ibm8PDwwMpKSkKaW7duoXu3bvD2NgY9evXx+LFiyGTyRTSHDp0CPb29jA0NIS9vT3CwsIKXBciIiIiIvq2lGrA9P79e1hbW2PRokUoX7680v5ffvkF/v7+WLx4MX777TcYGBigT58+ePv2rZBmxIgRiIuLw969e7F3717ExcVh5MiRwv43b96gT58+MDQ0xG+//YZFixZhzZo1+PXXX4U00dHRGDZsGAYMGIALFy5gwIAB+PHHH/H7778XqC5ERERERPRtKdWAqXPnzpgzZw5cXFygpqZYFZlMhoCAAPz8889wcXGBtbU1AgIC8O7dO+zduxcAcO/ePZw+fRqrVq2CnZ0d7OzssHLlSpw8eRLx8fEAgD179uDjx48ICAiAtbU1XFxcMGHCBKxdu1boZQoICECbNm3g5eUFKysreHl5oXXr1ggICMh3XYiIiIiI6NtTZucwPXr0CImJiejQoYOwrXz58nB0dMSVK1cAfOoZqlixIuzt7YU0Dg4O0NHRUUjTsmVLhR4sZ2dnPH/+HI8ePQIAXL16VaEceRp5HvmpCxERERERfXs0SrsCYhITEwEABgYGCtsNDAzw/PlzAEBSUhL09fUhkUiE/RKJBFWrVkVSUpKQxsTERCkP+T4LCwskJiaqLEeeR37qooq8l6sklGRZRADbHJU8trnCe/xO8uVEhaTzWvblRP9QbHNUGtjuSl6dOnXy3F9mA6ZvwZfe/KISHx9fYmURAWxzVPLY5r7O+5cZxZZ3napaxZZ3aWKbo9LAdlc2ldkheUZGRgCA5ORkhe3JyckwNDQEABgaGuLVq1cKK97JZDK8fPlSIY2qPOT75GXlVU5+6kJERERERN+eMhsw1ahRA0ZGRjh79qywLS0tDVFRUcKcJTs7O7x79w7R0dFCmujoaLx//14hTVRUFNLS0oQ0Z8+eRbVq1VCjRg0AQIsWLRTKkaeR55GfuhARERER0benVAOmd+/eIS4uDnFxccjJycHTp08RFxeHJ0+eQCKRYPTo0fjll19w+PBh3L59G2PGjIGOjg769+8PALCyskLHjh0xceJEREdHIzo6GhMnTkSXLl2E7sz+/fujfPnyGDNmDG7fvo3Dhw9j1apVGDNmjDD3adSoUYiIiMDKlSvx559/YsWKFbhw4QJGjx4NAPmqCxERERERfXtKdQ5TTEwMevbsKbz28/ODn58fBg0ahICAAEyYMAEfP37ElClTkJKSgmbNmmH//v3Q1dUVjtm0aROmTp2Kfv36AQC6deuGJUuWCPsrVaqEAwcOwMvLC+3bt4dUKoWnpyfGjh0rpLG3t0dgYCB8fX2xcOFC1KxZE4GBgWjevLmQJj91ISIiIiKib4skJSXl213e5l+CEwSppLHNUUljm/s6scW46IMtF30gKjJsd2VTmZ3DREREREREVNoYMBEREREREYlgwERERERERCSCARMREREREZEIBkxEREREREQiGDARERERERGJYMBEREREREQkggETERERERGRCAZMREREREREIhgwERERERERiWDAREREREREJIIBExERERERkQgGTERERERERCIYMBEREREREYlgwERERERERCSCARMREREREZEIBkxEREREREQiNEq7AkRERPTPFfsyo1jyta2qVSz5EhEVFHuYiIiIiIiIRDBgIiIiIiIiEsGAiYiIiIiISAQDJiIiIiIiIhEMmIiIiIiIiEQwYCIiIiIiIhLBgImIiIiIiEgEAyYiIiIiIiIRDJiIiIiIiIhEMGAiIiIiIiISwYCJiIiIiIhIBAMmIiIiIiIiEQyYiIiIiIiIRDBgIiIiIiIiEsGAiYiIiIiISAQDJiIiIiIiIhEMmIiIiIqXWGQAACAASURBVIiIiEQwYCIiIiIiIhLBgImIiIiIiEgEAyYiIiIiIiIRGl9zcHp6OsLCwpCamoouXbrAzMysqOpFRERERERU6vLdwzRlyhS0a9dOeJ2dnY1u3brBw8MDXl5eaNmyJW7dulUslSQiIiIiIioN+Q6YTp8+DWdnZ+H1gQMHEBMTg2XLliE8PBz6+vpYunRpsVSSiIiIiIioNOR7SF5iYiIsLCyE10ePHkWDBg0wbNgwAMCwYcOwbt26Iq8gERERERFRacl3D5OWlhY+fvwIAJDJZIiIiFDocZJKpfj777+LvoZERERERESlJN8Bk7W1NUJDQ5GSkoIdO3bg9evX6NSpk7D/8ePHqFq1arFUkoiIiIiIqDTke0jetGnT4OrqCktLSwCAg4MDWrVqJew/efIkmjZtWvQ1JCIiIiIiKiX5DpjatWuH8+fP4+zZs9DT00Pfvn2Ffa9fv0br1q3Ro0ePYqkkERHRty72ZUZpV+H/2LvzuKjK/v/j71EzCbMxBcQUMQUVy11wzRQ3NHMlb63cQ1HTUFIpu1u03Epc42sK2mKlkmt1q3lLiQugdbuUJZi53RniQopKLszvD3/M3QhHB4UZxNfz8fDxcK5zzTmfMxxr3lznug4AIBd5eg5TjRo1VKNGjRztZcuW1ZQpU/KtKAAAAAAoDPL84Npvv/1W8fHxSktL08iRI+Xr66uMjAzt2bNHtWvXltlsLog6AQAAAMDh7F704dKlS+rZs6d69OihyMhIffLJJzpx4oSk6yvo9e/fXwsWLCiwQgEAAADA0ewOTJMmTdLWrVv1wQcfaN++fbJYLNZtJUuWVLdu3bR+/foCKRIAAAAAnMHuwLR69WoNGTJEvXr1kouLS47tPj4+Onz4cH7WBgAAAABOZXdgOn36dK4LPmQzmUzKzMzMl6IAAAAAoDCwOzBVqlRJBw4cMNyekJBgfUYTAAAAABQFdgem4OBgffjhh9qxY4e1zWQySZKio6O1evVq9enTJ/8rBAAAAAAnsXtZ8TFjxuj777/XU089perVq8tkMmnChAk6c+aMUlNT1bFjRw0fPrwgawUAAAAAh7I7MJUsWVIrVqzQihUrtHr1aplMJl29elV169ZV9+7d1bt3b+uIEwAAAAAUBXbfkpctODhYS5cuVUJCgpKSkrRs2TL94x//KJCwdO3aNU2ePFl16tSRh4eH6tSpo8mTJ+vq1avWPhaLRVOmTFHNmjVVoUIFde7cWT///LPNftLT0xUSEiIvLy95eXkpJCRE6enpNn1++uknderUSRUqVFCtWrU0bdo0m6XTJWnNmjUKCAiQu7u7AgICtG7dunw/ZwAAAACFR54DkyPNmjVLixYt0rRp05SUlKSpU6dq4cKFmjlzprXP7NmzNX/+fE2bNk2bN2+Wm5ubunfvrvPnz1v7DBkyRHv37lVsbKxiY2O1d+9eDR061Lr93Llz6t69u9zd3bV582ZNnTpVc+fO1bx586x9kpKSNGjQIAUHBys+Pl7BwcEaMGCAdu3a5ZgPAwAAAIDDGd6SN2LEiDzvzGQy2YSMO5WUlKSOHTsqKChIklSlShUFBQXp+++/l3R9dCkqKkovvfSSunbtKkmKioqSj4+PYmNjNXDgQB04cECbNm3S+vXr5e/vL0mKjIxUUFCQUlJS5OPjoxUrVujSpUuKioqSi4uL/Pz8lJycrPfff18jR46UyWRSVFSUWrZsqfDwcElSjRo1FB8fr6ioKEVHR+fbOQMAAAAoPAwD05YtW/J8m11+35bXpEkTRUdHKzk5Wb6+vvrll18UHx+vsLAwSdKRI0eUmpqqNm3aWN/j4uKiZs2aKTExUQMHDlRSUpJKly6tgIAAm/26uroqMTFRPj4+SkpKUtOmTW0eyBsYGKi3335bR44ckbe3t3bu3KmQkBCb+gIDA/XBBx/k6zkDAAAAKDwMA9O+ffscWUeuXnrpJWVkZCggIEDFixfX1atXFR4eriFDhkiSUlNTJUlubm4273Nzc9OJEyckSSdPnlS5cuVswpzJZFL58uV18uRJa5+KFSvm2Ef2Nm9vb6WmpuZ6nOx95CYlJeV2Tvu2OPJYgMQ1B8cr6tfc0QwWTvo717OWW3cqYEX9mkPhxHXneD4+Pjfdbvcqec6wcuVKff7551q0aJFq1qypffv2acKECfLy8lK/fv2cXd4t3erDzy/ZtxYCjsI1B0e7F665C6cuO7uEQsWnfEmnHv9euOZQ+HDdFU55DkyHDh3Sxo0bdfToUUmSl5eX2rdvr0cffTTfi/vnP/+pkSNHqmfPnpKk2rVr69ixY4qMjFS/fv3k4eEhSUpLS1PlypWt70tLS5O7u7skyd3dXadPn5bFYrGOMlksFp06dcqmT1pams2xs19n9/Hw8Mi1T/Z2AAAAAEWP3avkXbt2TeHh4WrcuLEiIiIUFRWlqKgoRUREqHHjxho7dqyuXbuWr8VdvHhRxYsXt2krXry4srKyJF1fBMLDw0NxcXHW7ZmZmdqxY4d1zpK/v78yMjKUlJRk7ZOUlKQLFy7Y9NmxY4cyMzOtfeLi4uTp6akqVapIkho3bmxznOw+f58bBQAAAKBosTswTZ48WdHR0QoODlZcXJyOHj2qo0ePKi4uTsHBwVq8eLEmT56cr8V17NhRs2bN0oYNG3TkyBGtW7dO8+fP11NPPSXp+lyk0NBQzZ49W2vXrtX+/fs1fPhwubq6qlevXpKur2bXtm1bhYWFKSkpSUlJSQoLC1OHDh2sQ569evWSi4uLhg8frv3792vt2rWaNWuWhg8fbh2VGjZsmLZs2aLIyEglJydr5syZio+PV2hoaL6eMwAAAIDCw5Senm7XrEpfX181b95cixcvznV7//79tWPHDiUnJ+dbcefPn9fbb7+tL7/8UqdOnZKHh4d69uypcePGqVSpUpKu3143depULVmyROnp6WrYsKHeffdd+fn5WfeTnp6ucePG6V//+pckKSgoSNOnT5fZbLb2+emnnxQeHq4ffvhBZrNZAwcO1Pjx420Wi1izZo0mT56sw4cPq2rVqpo4caKefvrpfDvf28X9rnA0rjk42r1wze1mDpONesxhwj2I665wsjswVapUSW+++aYGDx6c6/bo6Gi9/vrrOn78eL4WiFvjHxccjWsOjnYvXHMEJlsEJtyLuO4KJ7tvyWvWrJkSEhIMtyckJKhZs2b5UhQAAAAAFAZ2B6b33ntPe/fu1dixY3XgwAFduXJFV65c0YEDBzRmzBjt27dPM2fOLMhaAQAAAMCh7F5WvHHjxrJYLEpOTtbixYttluiWpBIlSqhx48Y27zGZTPr999/zsVwAAAAAcBy7A1P37t1tFkAAAAAAgKLO7sAUFRVVkHUAAAAAQKFj9xwmAAAAALjX2D3CJF2fr7RlyxYdOXJE6enp1vlL2Uwmk0aNGpWvBQIAAACAs9gdmHbv3q2BAwfqyJEjOYJSNgITAAAAgKLE7sA0evRonTlzRpGRkWrYsKHKlClTkHUBAAAAgNPZHZgOHDigV199Vf379y/IegAAAACg0LB70Ydq1aoZ3ooHAAAAAEWR3YEpIiJCCxcu1LFjxwqyHgAAAAAoNOy+Je+pp55SZmam/P391bJlS1WsWFHFixe36WMymfTuu+/me5EAAAAA4Ax2B6YtW7YoLCxMmZmZ+uabb3LtQ2ACAAAAUJTYHZgmTJigMmXK6KOPPmKVPAAAAAD3BLvnMP32228aNWqUWrduTVgCAAAAcE+wOzDVrFlTZ8+eLchaAAAAAKBQsTswTZo0SR9++KESExMLsh4AAAAAKDTsnsM0e/Zsubq6KigoSNWrV1elSpVyXSVv+fLl+V4kAAAAADiD3YHpl19+kclkUqVKlZSZmamDBw/m6GMymfK1OAAAAABwJrsD0759+wqyDgAAAAAodOyewwQAAAAA9xq7R5j+7vz58zp37pyysrJybKtcufIdFwUAAAAAhUGeAtOSJUs0d+5c/fbbb4Z9zpw5c8dFAQAAAEBhYPcteR999JHCwsJUpUoVTZw4URaLRaGhoQoLC5O7u7sef/xxzZ07tyBrBQAAAACHsjsw/d///Z+efPJJrVy5UgMGDJAktW/fXq+99poSEhKUnp6uc+fOFVSdAAAAAOBwdgemQ4cOqVOnTtffVOz6265cuSJJMpvN6tevnxYtWlQAJQIAAACAc9gdmFxdXWWxWCRJpUuXVvHixXXixAnr9ocffli///57/lcIAAAAAE5id2Dy9fXVgQMHJEklSpTQ448/rmXLlunKlSvKzMzUsmXLVKVKlQIrFAAAAAAcze7A1KlTJ61fv16ZmZmSpPDwcG3fvl3e3t6qXr26EhMTFRYWVmCFAgAAAICj2b2s+IsvvqgXX3zR+rpz58766quvtGbNGpUoUUIdO3ZUixYtCqRIAAAKg92nLju7BACAg93Wg2uzNW3aVE2bNs2vWgAAAACgULntwHTmzBl98803+uOPP+Tr66sOHTpYV88DAAAAgKLgpoEpNjZWH330kWJiYlS+fHlr+65du9S7d2+dPXtWFotFJpNJjRs31qpVq/TAAw8UeNEAAAAA4Ag3HRJauXKlrly5YhOWJGnYsGFKT09XeHi4Pv/8cw0cOFBJSUmaO3dugRYLAAAAAI500xGmffv26ZlnnrFp+/777/Xrr79q0KBBeuWVVyRJHTp00PHjx7V27VqNHz++4KoFAAAAAAe66QjTqVOncjxb6d///rdMJpN69uxp0966dWsdPnw43wsEAAAAAGe5aWAqU6aMzp8/b9OWmJio4sWLq169ejbtpUuXlsViyf8KAQAAAMBJbhqYatSooS+//NL6+uzZs0pISFCDBg1yLO5w7Ngxubu7F0yVAAAAAOAEN53D9OKLL+qZZ55R165dFRAQoA0bNujSpUsaPHhwjr6bNm1SnTp1CqxQAAAAAHC0m44wtWvXTpMmTdLu3bs1Y8YMpaSkaPz48TkWgkhMTNQPP/yg9u3bF2ixAAAAAOBIt3xw7ciRIxUaGqrTp0/Lzc1NJpMpR586dero119/1UMPPVQgRQIAAACAM9wyMElS8eLFbzo/ycXFRS4uLvlWFAAAAAAUBje9JQ8AAAAA7mUEJgAAAAAwQGACAAAAAAMEJgAAAAAwYBiYnnvuOW3fvt36etu2bTp16pRDigIAAACAwsAwMH399dc6fvy49XWXLl0UFxfnkKIAAAAAoDAwDEwVK1bU999/b31tsVhyfQYTAAAAABRVhs9heuaZZxQZGakVK1bowQcflCRFRERo0qRJhjszmUzavXt3/lcJAAAAAE5gGJhee+011ahRQ9u2bVNaWpqOHTsmT09PeXp6OrI+AAAAAHAaw8BkMpnUu3dv9e7dW5JUtmxZvfjiiwoODnZYcQAAAADgTIaB6UZ79uxR+fLlC7IWAAAAAChU7A5MXl5ekqRffvlFGzdu1NGjR63t7du3V82aNQumQgAAAABwErsfXGuxWDR27Fg1a9ZMr7/+uhYvXqzFixfr9ddfV7NmzRQeHi6LxZLvBf7xxx8aNmyYqlWrJg8PDwUEBGjr1q02dU2ZMkU1a9ZUhQoV1LlzZ/388882+0hPT1dISIi8vLzk5eWlkJAQpaen2/T56aef1KlTJ1WoUEG1atXStGnTcpzPmjVrFBAQIHd3dwUEBGjdunX5fr4AAAAACg+7A9Ps2bMVExOjPn36aPv27UpNTVVqaqq2b9+uvn37KiYmRnPmzMnX4tLT09WhQwdZLBYtX75ciYmJmj59utzc3Gzqmj9/vqZNm6bNmzfLzc1N3bt31/nz5619hgwZor179yo2NlaxsbHau3evhg4dat1+7tw5de/eXe7u7tq8ebOmTp2quXPnat68edY+SUlJGjRokIKDgxUfH6/g4GANGDBAu3btytdzBgAAAFB4mNLT0+0aFmrYsKEee+wxffjhh7lu79evn3766SebZzfdqbfeekvbtm3Thg0bct1usVhUs2ZNvfDCCwoPD5ckXbp0ST4+Ppo0aZIGDhyoAwcOKCAgQOvXr1eTJk0kSTt27FBQUJB27twpHx8fRUdH64033lBycrJcXFwkSTNmzFBMTIz2798vk8mkgQMH6uzZs1q9erX1+F27dlX58uUVHR2db+d8O1JSUuTj4+PUGnBv4ZqDoxWWa273qcvOLuGeUa98Sacev7Bcc7i3cN0VTnaPMB0/flytWrUy3N6qVSsdP348X4rK9tVXX6lhw4YaOHCgqlevrhYtWuiDDz6w3ip35MgRpaamqk2bNtb3uLi4qFmzZkpMTJR0fWSodOnSCggIsPZp0qSJXF1dbfo0bdrUGpYkKTAwUCdOnNCRI0ckSTt37rQ5Tnaf7H0AAAAAKHrsXvTBzc1Ne/bsMdy+Z88em1vl8sPhw4cVHR2t4cOH66WXXtK+ffs0fvx4SVJISIhSU1Ottd1Y64kTJyRJJ0+eVLly5WQymazbTSaTypcvr5MnT1r7VKxYMcc+srd5e3srNTU11+Nk7yM3KSkpt3Pat8WRxwIkrjk4XmG45o5mmG7dCfnC9Wz+z4vOq8JwzeHew3XneLca1bM7MHXv3l3z589XpUqVNHToUJUpU0aSdP78eS1YsEBLly7ViBEj7qzaG2RlZal+/fp6/fXXJUl169bVoUOHtGjRIoWEhOTrsQqCo4ZUGb6Fo3HNwdEKyzV3gVvyHMaHW/JwD+K6K5zsDkyvvPKKfvzxR73zzjuaNm2a3N3dJV0fgbl27Zpat26tiIiIfC3Ow8NDNWrUsGnz9fW13vrn4eEhSUpLS1PlypWtfdLS0qz1ubu76/Tp07JYLNZRJovFolOnTtn0SUtLszlO9uvsPh4eHrn2yd4OAAAAoOixew6Ti4uLVq1apaVLl+r555+Xn5+f/Pz89Pzzz+uzzz7TypUrbeYA5YcmTZro4MGDNm0HDx60hqMqVarIw8NDcXFx1u2ZmZnasWOHdc6Sv7+/MjIylJSUZO2TlJSkCxcu2PTZsWOHMjMzrX3i4uLk6empKlWqSJIaN25sc5zsPn+fGwUAAACgaLF7hClbp06d1KlTp4KoJYfhw4erffv2evfdd9WjRw/t3btXH3zwgV577TVJ1+cihYaGaubMmfLx8VH16tX17rvvytXVVb169ZIk1ahRQ23btlVYWJhmzZolSQoLC1OHDh2sQ569evXStGnTNHz4cIWHh+vgwYOaNWuWxo0bZx2VGjZsmDp16qTIyEh17txZX375peLj47V+/XqHfBYAAAAAHC/PgcmRGjRooKVLl+qtt97SjBkzVKlSJb3yyisaMmSItc/o0aN16dIlvfzyy0pPT1fDhg21cuVKPfjgg9Y+ixYt0rhx49SzZ09JUlBQkKZPn27d/tBDD2nVqlUKDw9X69atZTabNWLECI0cOdLaJyAgQDExMZo8ebLeeecdVa1aVTExMWrUqJEDPgkAAAAAzmD3c5hQeDFBEI7GNQdHKyzXHM9hchyew4R7Eddd4WT3HCYAAAAAuNcQmAAAAADAAIEJAAAAAAwQmAAAAADAgN2B6dy5c+rSpYv27NlTkPUAAAAAQKFhd2C6evWqtm7dqvT0dEkEKAAAAABF302fw1SnTh01atRIDRo0ULVq1STJ+iDXGwMUAAAAABQ1Nw1MI0eO1Pfff68lS5bo119/lclk0quvvqr27dvr8ccfl/S/AAUAAAAARc1NA1NISIj174cPH1b9+vVVtWpVbd26VXPnzpXJZNKECRPUokULBQQEyN/fX5UrVy7wogEAAADAEW46h2n37t26du2aJKlMmTKSpMGDB2vDhg36z3/+I4vFolq1aungwYMKCwtT3bp1C75iAAAAAHCQm44wtW7dWi4uLqpbt65q1aolk8mkjIwMSZKLi4skqV+/fmrVqpUsFot++eWXgq8YAAAAABzkpoFp//792rVrl3744Qft3LlTFotFzz//vB599FE1aNBAJpNJ586dk3R9LlOtWrUcUjQAAAAAOMJNA5Onp6e6dOmiLl266PTp06pevbrefvttXb16Vd99950sFov69+8vT09PNW7cWI0bN9aIESMcVTsAAAAAFCi7n8OUvRqen5+fXnzxRS1YsECSNH36dIWHh6tUqVJavHhxwVQJAAAAAE5w0xEmm44lSqh58+Yym82S/hegfHx81KpVKw0cOLBgKgQAAAAAJ7E7MJUpU0Zffvnl/954Q4ACAAAAgKLG7sB0oxsDFAAAAAAUNXbPYQIAAACAew2BCQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAM3FWBaebMmTKbzXr55ZetbRaLRVOmTFHNmjVVoUIFde7cWT///LPN+9LT0xUSEiIvLy95eXkpJCRE6enpNn1++uknderUSRUqVFCtWrU0bdo0WSwWmz5r1qxRQECA3N3dFRAQoHXr1hXcyQIAAABwursmMO3cuVNLlixR7dq1bdpnz56t+fPna9q0adq8ebPc3NzUvXt3nT9/3tpnyJAh2rt3r2JjYxUbG6u9e/dq6NCh1u3nzp1T9+7d5e7urs2bN2vq1KmaO3eu5s2bZ+2TlJSkQYMGKTg4WPHx8QoODtaAAQO0a9eugj95AAAAAE5xVwSmP//8Uy+88ILmzZsns9lsbbdYLIqKitJLL72krl27ys/PT1FRUcrIyFBsbKwk6cCBA9q0aZNmzZolf39/+fv7KzIyUhs2bFBKSookacWKFbp06ZKioqLk5+enrl27avTo0Xr//feto0xRUVFq2bKlwsPDVaNGDYWHh6tFixaKiopy/AcCAAAAwCHuisCUHYieeOIJm/YjR44oNTVVbdq0sba5uLioWbNmSkxMlHR9ZKh06dIKCAiw9mnSpIlcXV1t+jRt2lQuLi7WPoGBgTpx4oSOHDki6foI19+Pk90nex8AAAAAip5CH5g+/PBDHTp0SBMnTsyxLTU1VZLk5uZm0+7m5qaTJ09Kkk6ePKly5crJZDJZt5tMJpUvX96mT277yN6WfaybHQcAAABA0VPC2QXcTEpKit566y2tX79e9913n7PLybPsW/6K2rEAiWsOjlcYrrmjGaZbd0K+cD1ruXWnAlYYrjnce7juHM/Hx+em2wt1YEpKStLp06fVpEkTa9u1a9e0fft2xcTEKCEhQZKUlpamypUrW/ukpaXJ3d1dkuTu7q7Tp0/LYrFYR5ksFotOnTpl0yctLc3m2Nmvs/t4eHjk2id7e25u9eHnl5SUFIcdC5C45uB4heWau3DqsrNLuGf4lC/p1OMXlmsO9xauu8KpUN+S17lzZ23fvl3x8fHWP/Xr11fPnj0VHx+v6tWry8PDQ3Fxcdb3ZGZmaseOHdY5S/7+/srIyFBSUpK1T1JSki5cuGDTZ8eOHcrMzLT2iYuLk6enp6pUqSJJaty4sc1xsvv8fW4UAAAAgKKlUI8wmc1mm1XxJOmBBx5Q2bJl5efnJ0kKDQ3VzJkz5ePjo+rVq+vdd9+Vq6urevXqJUmqUaOG2rZtq7CwMM2aNUuSFBYWpg4dOlgTfK9evTRt2jQNHz5c4eHhOnjwoGbNmqVx48ZZR6WGDRumTp06KTIyUp07d9aXX36p+Ph4rV+/3lEfBwAAAAAHK9SByR6jR4/WpUuX9PLLLys9PV0NGzbUypUr9eCDD1r7LFq0SOPGjVPPnj0lSUFBQZo+fbp1+0MPPaRVq1YpPDxcrVu3ltls1ogRIzRy5Ehrn4CAAMXExGjy5Ml65513VLVqVcXExKhRo0aOO1kAAAAADmVKT093/qxK3BHud4Wjcc3B0QrLNbebOUwOU485TLgHcd0VToV6DhMAAAAAOBOBCQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAM3PXPYQIAAEVPQS7h7uwlywHcXRhhAgAAAAADBCYAAAAAMEBgAgAAAAADBCYAAAAAMEBgAgAAAAADBCYAAAAAMEBgAgAAAAADBCYAAAAAMMCDawEARU5BPvQUAHBvYYQJAAAAAAwQmAAAAADAAIEJAAAAAAwwhwkAgCLM9VhyjrYLlX2dUAkA3J0ITAAAFBG5hSMAwJ3hljwAAAAAMEBgAgAAAAADBCYAAAAAMEBgAgAAAAADBCYAAAAAMMAqeQAA3GXudDU8lhoHAPsxwgQAAAAABghMAAAAAGCAwAQAAAAABghMAAAAAGCAwAQAAAAABghMAAAAAGCAZcUBACjE7nQJcQDAnWGECQAAAAAMMMIEAAB4mC0AGGCECQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAMsEoeAACFBM9cAoDCh8AEAAByZRTgWG4cwL2EW/IAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAMsKw4AABOcDc/cym32llqHEBRxQgTAAAAABggMAEAAACAAQITAAAAABggMAEAAACAAQITAAAAABggMAEAAACAgUIdmGbOnKnWrVurcuXKqlatmnr37q39+/fb9LFYLJoyZYpq1qypChUqqHPnzvr5559t+qSnpyskJEReXl7y8vJSSEiI0tPTbfr89NNP6tSpkypUqKBaa0xFAgAAH+pJREFUtWpp2rRpslgsNn3WrFmjgIAAubu7KyAgQOvWrSuYEwcAFBmux5Jz/QMAuDsU6sC0detWDR48WBs2bNDatWtVokQJdevWTWfPnrX2mT17tubPn69p06Zp8+bNcnNzU/fu3XX+/HlrnyFDhmjv3r2KjY1VbGys9u7dq6FDh1q3nzt3Tt27d5e7u7s2b96sqVOnau7cuZo3b561T1JSkgYNGqTg4GDFx8crODhYAwYM0K5duxzzYQAAUIgRCgEUVYX6wbUrV660eb1gwQJ5eXkpISFBQUFBslgsioqK0ksvvaSuXbtKkqKiouTj46PY2FgNHDhQBw4c0KZNm7R+/Xr5+/tLkiIjIxUUFKSUlBT5+PhoxYoVunTpkqKiouTi4iI/Pz8lJyfr/fff18iRI2UymRQVFaWWLVsqPDxcklSjRg3Fx8crKipK0dHRjv1gAAAAADhEoR5hulFGRoaysrJkNpslSUeOHFFqaqratGlj7ePi4qJmzZopMTFR0vWRodKlSysgIMDap0mTJnJ1dbXp07RpU7m4uFj7BAYG6sSJEzpy5IgkaefOnTbHye6TvQ8AAAAARU+hHmG60YQJE/T4449bR4pSU1MlSW5ubjb93NzcdOLECUnSyZMnVa5cOZlMJut2k8mk8uXL6+TJk9Y+FStWzLGP7G3e3t5KTU3N9TjZ+8hNSkrK7ZzmbXHksQCJaw6Ol5dr7miG6dadHKRs6h/OLsFpzqqUs0vIletZy607if/OwTm47hzPx8fnptvvmsD0yiuvKCEhQevXr1fx4sWdXY5dbvXh55fsWwsBR+Gag6Pl9Zq7cOpyAVaTN67KdHYJTvNgZS9nl5Arn/Ilb9mH/87BGbjuCqe74pa8iIgIffHFF1q7dq28vb2t7R4eHpKktLQ0m/5paWlyd3eXJLm7u+v06dM2K95ZLBadOnXKpk9u+8jeln2smx0HAAAAQNFT6EeYxo8fr1WrVmndunXy9fW12ValShV5eHgoLi5ODRo0kCRlZmZqx44deuuttyRJ/v7+ysjIUFJSknUeU1JSki5cuGB97e/vrzfeeEOZmZkqVer67QNxcXHy9PRUlSpVJEmNGzdWXFycRo0aZT1+XFyczdwoAMC9jZXhbOX2eVyo7JtLT8fabccI5NEM022NVNazY/QKwN2lUI8whYeH69NPP9XChQtlNpuVmpqq1NRUZWRkSLo+Fyk0NFSzZ8/W2rVrtX//fg0fPlyurq7q1auXpOur2bVt21ZhYWFKSkpSUlKSwsLC1KFDB+uQZ69eveTi4qLhw4dr//79Wrt2rWbNmqXhw4db5z4NGzZMW7ZsUWRkpJKTkzVz5kzFx8crNDTUOR8OAAAAgAJXqEeYFi1aJEnWJcOzjR8/XhEREZKk0aNH69KlS3r55ZeVnp6uhg0bauXKlXrwwQdt9jNu3Dj17NlTkhQUFKTp06dbtz/00ENatWqVwsPD1bp1a5nNZo0YMUIjR4609gkICFBMTIwmT56sd955R1WrVlVMTIwaNWpUYOcPAAAAwLlM6enp9i0Vg0KLCYJwNK45OFperzl7brkqCNySd2uF4ZY8exw9dlRet7FoBbfk4U7w/9fCqVDfkgcAAAAAzkRgAgAAAAADBCYAAAAAMEBgAgAAAAADhXqVPAAACisWeLg9Rp/b3bIYBIB7DyNMAAAAAGCAwAQAAAAABghMAAAAAGCAwAQAAAAABghMAAAAAGCAwAQAAAAABghMAAAAAGCA5zABAHALPHOp4OX2GfNsJgCFASNMAAAAAGCAwAQAAAAABghMAAAAAGCAwAQAAAAABghMAAAAAGCAwAQAAAAABlhWHACA/4/lwwsXlhoHUBgwwgQAAAAABghMAAAAAGCAW/IAAE6x+9Rlu/sezTDpQh76AwCQXxhhAgAAAAADBCYAAAAAMEBgAgAAAAADzGECANyTWEL87sRS4wAcjREmAAAAADBAYAIAAAAAAwQmAAAAADBAYAIAAAAAAwQmAAAAADBAYAIAAAAAAywrDgAo8lhCHABwuwhMAADgrmYUiJ3xfKbdpy4X2L7rlS9ZYPsGYIxb8gAAAADAAIEJAAAAAAwQmAAAAADAAIEJAAAAAAwQmAAAAADAAKvkAQCAIim31fOcsXIegLsbgQkAUKTwzCUAQH7iljwAAAAAMEBgAgAAAAADBCYAAAAAMMAcJgCAod2nLju7BAAAnIoRJgAAAAAwQGACAAAAAAPckgcAuCuxfDhuB89mApBXjDABAAAAgAECEwAAAAAY4JY8AACAu0BBrlpZr3zJAts3cLdjhAkAAAAADDDCBAB3OZ6VBABAwWGECQAAAAAMEJjyaNGiRapTp448PDzUqlUrbd++3dklAQCAO+B6LDnHHwDIxi15ebBy5UpNmDBB7733npo0aaJFixYpODhYCQkJqly5srPLA1CIcdvcnSmbeliuynR2GUCRVVD/jWIxCRQFjDDlwfz589W3b1/1799fNWrU0IwZM+Th4aGYmBhnlwYAAACgAJjS09Mtzi7ibnD58mV5enoqOjpa3bp1s7aHh4dr//79+vrrr51YHQAAAICCwAiTnU6fPq1r167Jzc3Npt3NzU0nT550UlUAAAAAChKBCQAAAAAMEJjsVK5cORUvXlxpaWk27WlpaXJ3d3dSVQAAAAAKEoHJTiVLllS9evUUFxdn0x4XF6eAgAAnVQUAAACgILGseB6MGDFCQ4cOVcOGDRUQEKCYmBj98ccfGjhwoLNLAwAAAFAAGGHKgx49emjKlCmaMWOGWrZsqYSEBC1fvlxeXl7OLk1nz57Vyy+/rMaNG6tChQqqXbu2xowZozNnzji7NBRhS5Ys0VNPPSUvLy+ZzWYdOXLE2SWhCOKB4XCkbdu26R//+Idq1aols9mspUuXOrskFGEzZ85U69atVblyZVWrVk29e/fW/v37nV0WbkBgyqMhQ4Zo3759OnnypL777js1b97c2SVJkk6cOKETJ07ozTff1Pbt27VgwQJt375dgwcPdnZpKMIuXryoNm3aaMKECc4uBUVU9gPDx44dqy1btsjf31/BwcE6duyYs0tDEXXhwgX5+flp6tSpcnFxcXY5KOK2bt2qwYMHa8OGDVq7dq1KlCihbt266ezZs84uDX/Dc5iKsI0bN6p37946cuSIypQp4+xyUIT95z//UevWrbVnzx5VqVLF2eWgCAkMDFTt2rU1Z84ca1uDBg3UtWtXvf76606sDPeCRx55RNOnT9ezzz7r7FJwj8jIyJCXl5eWLl2qoKAgZ5eD/48RpiLs/Pnzuv/++/XAAw84uxQAyLPLly9r9+7datOmjU17mzZtlJiY6KSqAKDgZGRkKCsrS2az2dml4G8ITEVUenq63n77bfXr108lSrC2B4C7Dw8MB3CvmTBhgh5//HH5+/s7uxT8DYGpkJs8ebLMZvNN/8THx9u8JyMjQ3369JGnp6feeustJ1WOu9XtXHMAAODOvPLKK0pISNDHH3+s4sWLO7sc/A1DD4VcaGionnnmmZv2qVSpkvXvGRkZCg4OliQtW7ZMpUqVKtD6UPTk9ZoDCgoPDAdwr4iIiNDKlSu1bt06eXt7O7sc3IDAVMiVK1dO5cqVs6vv+fPnFRwcLIvFotjYWJUuXbqAq0NRlJdrDihIf39geLdu3aztcXFxevrpp51YGQDkn/Hjx2vVqlVat26dfH19nV0OckFgKiLOnz+vHj166Pz581q6dKkuXryoixcvSpLKli2rkiVLOrlCFEWpqalKTU3VwYMHJUkHDhzQn3/+qcqVK6ts2bJOrg5FAQ8Mh6NlZGTo0KFDkqSsrCwdP35ce/fuVdmyZVW5cmUnV4eiJjw8XMuWLdMnn3wis9ms1NRUSZKrqyu/+C5EWFa8iIiPj1eXLl1y3bZu3Tq1bNnSwRXhXjBlyhRNmzYtR/v8+fNZhhf5ZtGiRZo9e7ZSU1NVq1YtvfPOO4XmGXgoeoz+f9qnTx9FRUU5oSIUZUar4Y0fP14REREOrgZGCEwAAAAAYIBV8gAAAADAAIEJAAAAAAwQmAAAAADAAIEJAAAAAAwQmAAAAADAAIEJAAAAAAwQmADc844cOSKz2aylS5da26ZMmWL4fIxbefzxxxUaGnrLfvHx8TKbzYqPj7+t4+R3PSj85syZozp16ujhhx9W27ZtJUlXr17Va6+9Jj8/P5UtW1aDBg1ycpX/M2rUKHXr1s3ZZdy1xowZY/iMRQCOQ2ACcFdZunSpzGazdu7c6exSiozsz9SeP84wbdo0rV+/3inHzqsff/xRU6ZM0X//+1+7+m/atOmmn/ffQ/y3336rf/7zn2rSpInmz59vfajlp59+qrlz5+rpp59WVFSUXnjhhXw/r88++0wffPBBnt7z66+/6tNPP9WYMWOsbZmZmTKbzZowYYIkqW3btnZdd2FhYbfs//jjj+daxxNPPKGxY8fatO3bt09Dhw7VY489Jnd3d3l5ealTp05auHCh/vrrrxz7uHbtmmrWrCmz2ax169bZbMvIyLD738+aNWtu2f/FF1+07nvUqFHavn27vvvuuzx99gDyVwlnFwAAhdHLL79s/ZKWV7t27VKxYnfP76OaN2+uBQsW2LQNHTpUTzzxhJ599lknVfU/06dPV79+/dSxY0dnl3JLP/30k6ZNm6a2bdvqkUcesft9oaGhqlevXo72gIAA69+3bt0qk8mkOXPmqFSpUjbtHh4emjp16p0VfxOff/65fv/9d4WEhNj9nvnz58vb21tPPPGEYZ+IiAidOnXK+nrLli1aunSpXnvtNVWqVMnaXr16devfK1WqpNdeey3HvlxdXXO0nThxQnv37tXEiROtbUuWLNHYsWPl7u6uZ555RtWqVdPFixe1fft2RUREKCUlRdOnT7fZz3fffac//vhDXl5eWr58uc2oT6lSpXL8+1mwYIGSk5P13nvv2bQ3aNDA+vf27durZ8+eOWp+9NFHrX/39vZWmzZtNHfuXLVq1SpHXwCOQWACgFyUKFFCJUrc3n8i77///nyupmB5e3vL29vbpm3o0KGqVq2aevfubdc+Lly4kOsXVtinefPmeuqpp27aJy0tTSVLlrQJS9ntZcqUKcjy8uzSpUuKjY29ZcAKDAy0eX3hwgUtXbpU7dq1U506dXJ9j9lstvu6/Oabb+Ti4qKWLVtKkrZv364xY8aoadOm+vzzz/Xggw9a+w4bNkzJycn69ttvc+xn2bJlqlu3rvr27at//vOfSk9Pt464lihRIkc9X331lQ4fPpxrnRkZGZIkX19fu86je/fuGjlypH7//XdVrFjRrvMGkL/unl+BAoCB0NBQeXh46Pfff1ffvn31yCOPqFq1apo4caKuXbtm0zc9PV2hoaHy8vKSl5eXhg0bpj///DPHPm+cw9S7d2899thjslgsOfp27drV5stdbnOG/vvf/6pv376qWLGiqlevroiICF2+fDnHvozmG3Xu3FmdO3e2vr58+bLeeecdtW7dWlWqVFGFChXUpk0bffnllzf5pPLHG2+8IbPZrIMHD2rw4MGqUqWKWrdubd3+3//+V6GhofLx8ZG7u7uaNGmijz76yGYfly5d0uTJk9WqVSt5eXnJ09NT7dq104YNG6x9sm/funbtmhYvXmy9ZSn7t/IxMTEym81KTEzUmDFjVLVqVXl5eWnMmDG6cuWK0tPTFRISIi8vL3l7e+vNN9/M8fPLysrSvHnz1KRJE3l4eMjHx0ejR49Wenq6TT9fX1/17dtXW7Zs0ZNPPikPDw/Vr19fX3zxhbVPTEyMhg4dKklq166dtd6/97kd2Z/Dhx9+qL/++su638jISJnNZsXFxSklJcXann27qr3nJkkbN25U586dValSJVWqVEmtW7fWZ599Jun6bXDfffedzTE8PDxuWvPWrVt17tw5m+vCGTZs2KAnnnhCLi4ukq7/uy5RooQWLlxoE5ay+fr65gh5Fy9e1FdffaWePXuqe/fuunr1qtauXeuQ+iWpdevWysrK0r/+9S+HHROALUaYABQJWVlZ6tWrlxo0aKBJkybp22+/1bx581S1alUNHjxYkmSxWNS3b18lJCRo4MCBqlGjhr7++mu7FkTo0aOHNmzYoKSkJJvbpNLS0rR161abeQc3unTpkrp27arjx49r6NChqlChglasWKEtW7bc9vmeP39eS5YsUY8ePfTss88qMzNTsbGxeu6557RixQq1a9futvdtr+eee06PPvqo/vnPf+rq1auSrt8C1bZtWxUvXlwhISEqV66c/v3vf2vUqFH6888/rZ/TmTNn9Mknn6hHjx7q16+fLl68qGXLlukf//iHVq9erVatWqlkyZJasGCBQkND1aJFC+vtgRUqVLCpY+zYsapYsaJeffVVJSQkWIPU1q1b5e3trddff13/+te/FBkZKT8/PwUHB1vfO2LECMXGxurZZ5/V0KFDdfToUX3wwQfavXu3vvnmG5UsWdLa9+DBgxoyZIj69++vvn376sMPP9QLL7yg+vXr69FHH1WrVq00ePBgRUdHa8KECapataokqXHjxrf8LDMyMnT69Okc7WXLlrV+Dh9//LESExM1b948SVLTpk1VsWJFzZo1S2fPntWbb74p6X+3dNl7bh9++KFeeukl1apVS2FhYXrooYf0448/auPGjerTp48iIiI0ceJEm2MUL178pueTmJioYsWKqW7durc897zKysrK9bO6//77Vbp0aevry5cv67vvvrPW/Oeff2rbtm0KDAzM00jNV199pQsXLqhHjx5yd3dXy5YttWzZMvXr1++OziMzMzPX8yhdurTNKLWnp6c8PDyUmJho/W8ZAMciMAEoEq5cuaKuXbtq/PjxkqRBgwbpiSee0Mcff2z9kvH1119r+/btevPNNzV69GhJ0uDBg9W1a9db7r9Tp05ycXHRypUrbQLTmjVrdO3aNfXo0cPwvUuWLNHBgwe1ePFide/eXZI0YMCAm87tuBWz2ax9+/bZfLEKCQlRq1atNG/ePIcEpscee0yLFi2yaXvjjTdkMpkUHx+vsmXLSrr+swgJCdH06dM1aNAgubq6ysPDQ/v27dN9991nfe8LL7yg5s2b6/3331erVq1UrFgx9e7dW8OHD7/p7YGPPPKIli1bJkkaMmSIkpOTFRkZqSFDhmjGjBmSpH79+snPz0+ffPKJNTB99913+uyzz2x+LpL05JNPqmvXrvriiy/Up08fa3tycrI2bdqkRo0aSZKeeuop1alTR59++qkmTpyoatWqyd/fX9HR0QoMDLQrKGUbNmxYru179uxRlSpV1Lt3b23dulU7d+60+Ry8vLz06aef6urVqzbt9p7b2bNnFRERIX9/f61du9bmesoejQsMDNScOXNyHONmUlJSVL58eZsAk1/279+vatWq5Wjv06ePoqKirK+3bdumjIwMtW/fXtL1wJuVlaXatWvn6XjLly9XQECAdU5Vz549NWrUKB0/ftxmnlVeLVq0KMe/H+n6/KcbP2dvb2/98ssvt30sAHeGwASgyOjfv7/N66ZNm1q/SEvX5zMUK1bMZtnl4sWL64UXXtDWrVtvuu8HH3xQ7dq105o1azRlyhTrog4rV66Ur6+v4XyL7OO6u7vbBDMXFxf169cv18nr9ihevLj1t/yXL1/WhQsXlJWVpWbNmik2Nva29plXN/62++rVq/ryyy/Vp0+fHKMAgYGBWr58uf7zn/+oRYsWNvPD/vrrL124cEEWi0VNmjTRpk2b8lTHc889Z/O6UaNG2rt3r55//nlr23333ae6desqJSXF2rZ69WqVLVtWTzzxhE2tjz32mMqUKaP4+HibwFS7dm1rWJKkihUrytvbW4cPH85TvbmJiIiwCeLZbnXrmxF7z23jxo26ePGiwsLCcsy9M5lMt3Vs6foIYkGtqli1alVFRkbmaL9x5HHDhg3y8/NT5cqVJV0flZWUpxCXlpamuLg4TZkyxdrWpUsXjR07VrGxsXrppZdu5xQkSd26ddOAAQNytNeqVStHm9lstnvlRQD5j8AEoEi47777cnxhMpvNNvM1jh07Jg8PjxxzF3L7bXVuevbsqbVr12rbtm1q2bKlTpw4oYSEBL388ss3fd+xY8dUtWrVHCvn2XtcIx999JHef/99HThwwGZuzp180c2L7FvOsp04cUIXLlww/M25JJsV0aKjo7VgwQKlpKTY1J8938Re2V+Is2UvgHDjb//LlCljcz0cPHhQZ8+eNfw5/L3W3PYn5bzGblft2rX15JNP3vF+stl7br/99puk3L+k36nc5vvlB1dXV7s+q40bN+rpp5+2vs7+d5+96II9vvjiC129elV16tTRoUOHrO2NGzfW8uXL7ygwVapUye6feUF9lgDsQ2ACUCQ4Yhnv9u3b68EHH9SqVavUsmVLrVq1SllZWbkuDXy7jMJOVlaWzTkuX75co0aNUseOHTV69Gi5ubmpRIkSWrp0qVasWJFv9dzMjau1ZWVlSbp+a5TRrVt+fn6Sroe9sWPHqkuXLhozZozKly+vEiVKaPHixXl+5pLRzz639r9/8czKylKFChX0f//3f7m+/+GHH7Z5bTRvpzB+mc3rueW3cuXKOfUWsoMHD+rQoUPW2/Gk60uTFytWTPv377d7P8uXL5ckdejQIdft+/btM3z+U35KT09XuXLlCvw4AHJHYAJwz6hcubLi4uJ0/vx5m1GmX3/91a73u7i4KCgoSGvXrtWMGTO0atUqPfbYY/L19b3lcX/88cccoSe345rN5lxX7Tt27JiqVKlifb169Wp5e3vrs88+swlZf3/QqaN5enrKxcVFWVlZt/zN+Zo1a1SjRg19/PHHNu3R0dE5+hbUiFnVqlWVlJSkpk2b5ttS8I4a3bsVe88te5Tw559/trm+bpTX8/L19dXatWuVkZFRIPOYbmXDhg0ym802tzk+9NBDatasmb799ludOHFCnp6eN93HwYMH9cMPP2jYsGFq2rRpju2hoaFasWKFQwLTkSNHeA4T4EQsKw7gntGuXTtlZWUpJibG2paVlaWFCxfavY8ePXro1KlTWrp0qXbu3GnX6FK7du108uRJrVmzxtp26dKlHEttS9e/wO7atctmyfH169fr+PHjNv2yRzv+Prpx+PBhhywrbqRkyZLq3LmzVq9enevowt9vcStevLgsFotN/SkpKTbLimd74IEH8uW2txv16NFDV65c0bvvvptj29WrV2/rmA888IAkFUi9eWHvubVv314PPPCAZs6cqb/++sum399/Nnn9GTRp0kRZWVnas2fPbZ7Bndm4caMCAwNzjApOmDBBV69eVUhIiC5cuJDjfSkpKfrggw8kXX/2kslk0ujRo9W1a9ccf5588kl98cUX1pHVgnLixAmlpqbK39+/QI8DwBgjTADuGUFBQWrSpInefPNNHT16VDVr1tRXX32ls2fP2r2PwMBAmc1mvfrqq5J009XxsvXv318LFy5UaGiodu/eLU9PTy1fvtxmyeps/fr105o1a6zPfPntt9+0fPnyHPOFgoKCtG7dOvXp00dBQUH6/fffFR0drerVq2vfvn12n09+mzRpkhISEhQYGKh+/fqpRo0aOnv2rPbs2aN///vfOnbsmLX+sLAwPffcc2rXrp2OHz+u6Oho+fr62izMIEn169fXpk2bNG/ePOsSyy1atLjjWtu0aaPnn39eM2bM0N69e9WqVSvdd999+vXXX7V27VpNmjQpz7db1q1bVyaTSe+++65OnjypUqVKyd/fP8c8qxtt27Yt1y/wfn5+tzWCYe+5lS1bVm+//bbCwsLUunVr9erVS2azWfv379eZM2esv1yoX7++vv76a7366quqV6+e7rvvPnXr1s3w+M2aNdNDDz2kuLg4NW/ePM/130x6errNYi5/98wzzygjI0M7duzQ3Llzc2xv0aKFpk+frnHjxqlx48Z65plnVK1aNV28eFGJiYlat26ddVGYFStWqF69eoYjUUFBQfr6668VHx9/W6M/ycnJuZ6Hu7u7zfOr4uLiVKxYMXXs2DHPxwCQPwhMAO4ZxYoV02effaYJEyZY5/kEBQXprbfesnuJ7/vuu09dunTRxx9/rEaNGt30NqZsDzzwgNasWaNx48Zp4cKFcnFxUXBwsNq1a5fjC3lgYKAmT56s999/XxEREapfv76WLVtmDWjZ+vbtq1OnTik6OlrffvutHn30Ub3zzjs6dOiQUwOTp6enNm/erOnTp2vdunVatGiRHn74YdWoUUNvvfWWtd+AAQN05swZLVmyRJs2bVK1atX03nvvae/evTkC0/Tp0xUWFqa3335bly5dUmBgYL4EJkmaM2eOGjRooCVLlmjSpEkqUaKEKleurODg4Fxvw7qVypUrKzIyUrNmzdKoUaN07do1RUdH3zIw/X057L8LDw+/7Vu+7D23gQMHyt3dXXPmzNGMGTNUokQJ+fj4WB/CK11f9jw5OVlLly7V/Pnzdf/99980MJUqVUrBwcFavXq1Jk6ceFv1G8l+nlluevbsqbi4OF29elVt27bNtc+QIUPUqFEjvf/++1qxYoVOnjwpFxcXPfbYY5o+fbqeffZZJSYm6vDhwzarJN6oY8eOKlasmJYvX35bgWnjxo3auHFjjvbmzZvbBKbVq1frySefvKMlzAHcGVN6enrhm60KAADuar/++qsCAgK0cuXKO3rmWF6NHDlSycnJuYaRu83hw4fVsGFDffHFF/m6iiKAvGEOEwAAyHfVqlVT3759NXPmTIcet169etYHWN/t5syZo2bNmhGWACdjhAkAAAAADDDCBAAAAAAGCEwAAAAAYIDABOD/tV8HAgAAAACC/K0n2KAsAgBgCBMAAMAQJgAAgCFMAAAAQ5gAAACGMAEAAIwArVig3mqzYicAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "alpha=0.2\n",
    "bins=30\n",
    "plt.figure(figsize=(12,8))\n",
    "plt.hist(cate_x_test, alpha=alpha, bins=bins, label='X Learner')\n",
    "plt.hist(tau_test, alpha=alpha, bins=bins, label='Actual')\n",
    "\n",
    "plt.title('Distribution of CATE Predictions by X-Learner and Actual')\n",
    "plt.xlabel('Individual Treatment Effect (ITE/CATE)')\n",
    "plt.ylabel('# of Samples')\n",
    "_=plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Validating CATE without TMLE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:01:42.542400Z",
     "start_time": "2020-04-14T19:01:42.485246Z"
    }
   },
   "outputs": [],
   "source": [
    "df = pd.DataFrame({'y': y_test, 'w': treatment_test, 'tau': tau_test, 'X-Learner': cate_x_test, 'Actual': tau_test})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Uplift Curve With Ground Truth"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If true treatment effect is known as in simulations, the uplift curve of a model uses the cumulative sum of the treatment effect sorted by model's CATE estimate.\n",
    "\n",
    "In the figure below, the uplift curve of X-learner shows positive lift close to the optimal lift by the ground truth."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:01:44.896718Z",
     "start_time": "2020-04-14T19:01:42.545152Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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UvjlqpbBZnXCzjvi6B7k/+10Ut00TM1S5B1O9F1F0+kLO9h1JqoQQQghRMLcb/f6dGH77HsO29SgOh9fD1YAgnDfdibNVO1wNmoL+f2nG5mQb7+zK5MeTtkLPrx6gZ1CjQHqEboUD74CqvR9oiHoEU53nUBTl2t5XMZGkSgghhBBaGWkYf/se48/foDt3yuuhqsmcl0jd2iFvRsrwv0Xmqqqy9qSNd3dnsjHZXmgfdYINvNQ4kMdq+6Oc/i/2P2fCJfNYxtrPYKzZvdQmVCBJlRBCCCEgr55UUiLGdasw/LEexVn4rJSqKLgaNMN5+z04b2oNftrizk63ytdHcnk3MYs9qYX306iCkVcbB9K5ph86BRxHl2H/++NLjlIw3TAQY/UHr+HNlQxJqoQQQojrmd2GYdNajD+uRH/8kNdD3RUr42h9P8477kMN9yx+bXOpfPZXDu8lZnI4s4BH+f5fq0omXm0cxN3VzSiKgqqqOA7Nw3HsC+2Bih5zgyEYKrf9V2+tpElSJYQQQlyHlJSzGNd9jfGXb7yWQlANRpwtWuNsfT+uBs1Ap/M4Jsfp5pMDOUzfk8mpHHehfbWtaubVJkHcHmnKv42nqi7sf76P8/Qa7cE6E+ZGozBU9L7hfWkiSZUo83777Tc6derEoUOHPDbXFkIIoaU7fADj6uUYtv6M4i48AXJXqoqjbWccd94HQaEFHpPpcDN/fzYz9mZx3lpwXwrQOdrCy7FBNK2o3UZGddux7X0L17kN2pP0/lgav4k+LPaq3puvSVIlrkpCQgLt2rWjZcuWrFmz5vIn/L/4+HhWrVrFpk2binF0QgghCuR2o9+1GdPqZej/3FXoYaqiw9XsNhztH8J1Y/MCZ6UA0u1uPtyfzcy9mVywFVwYwaiD7jH+vBgbSN0Qo0dcdVmxJY7DlbrjkhNDsDQdjz6o7NX3kqRKXJVFixbRu3dvli1bxoEDB65oz0YhhBA+4nRg2LgW03dL0Z0+Vuhhqn8gjrsexNGuC2pElUKPS7O5mbMvi9n7ski3F5xMWfTQ84YAXmgUSPXAgtMM1ZGJdddo3Bn7Ne2KOQJL04noAqKu4M2VPpJUlRKBT991ZccV0etlffLLVZ+Tm5vL559/zvfff09ubi6LFi1i/Pjx+fHTp08zevRo1q5di9VqJSYmhokTJ3L8+HEmT54MQGho3hTyzJkzeeqppwgNDeWTTz7RbAkUGxvL888/z+DBgwGYMWMGS5Ys4ciRI4SEhNChQwfi4uLy+xJCCHEJaw7G9f/FuHq5182M3VVrYr/nUZy3dQBz4du9pNnczNybxQf7sshwFJxMBRoUnmsQwICGgVTyK7wwp9uWijVhJGr2EU274l8NS9N4dBbPBfBlhSRV4op9/fXXREVF0bBhQ7p3706vXr0YM2YMRqOR7OxsHnjgASIiIli8eDFVqlQhMTERyNs3cf/+/axZs4Zvv/0WIH8z6yuh0+mIj48nOjqa48ePM3ToUIYOHcrcuXOL5X0KIUSZlZ2Jce2XmNasQMkufPG588bmOO57DFfszYXe4gO48P/J1FwvyVSwSaHfjYH0vzGQMHPhfQG4c89gTRiBmnta064LjMHSdAKKqWz/sSxJlbhiixYt4vHHHwfgjjvuwM/Pj++++44uXbqwYsUKzp49y48//pi/WLxWrVr55wYEBGAwGIiMjLzq1x0wYED+/2vWrMm4ceN48sknmTNnDjovPwyEEOK6kZmGac0KjGu/RMnNLvAQVafD2aodjo7dcdf0vl7pwj9mpjILSaZCTQoDGwbSp0EgoZdJpgDc2Uex7hyJak/RtOtCGmFp8iaKIeCyfZR2klSJK/L333+zefNm5s2bB4CiKDz22GMsWrSILl26sHv3bho2bFgsT9+tX7+ed999l4MHD5KRkYHL5cJut5OcnEyVKoXf+xdCiHIvIw3T959h/OkrFJu1wENUowlHmwdw3PeY1/VScGW3+SqYdQxqFMhz9QMINl3ZH7aujANYE14HZ6amXR9+M+ZGo1D05ivqp7STpKqUuNI1TlarFYvFUryDKcDChQtxuVw0atQov01V877hTpw48a/7vVj07Z+cTmf+/48dO0b37t3p2bMnI0eOpEKFCuzatYvevXtjtxe+5YEQQpRrmWmYvl+WNzNVWDLlH4Cjw8M47n4YNTjMa3dpNjez92Uxe2/hyVS4WcfgRoH0bhBAkPHK7xK4LuzCunssuHI17frIuzA3GIKiKz+pSPl5J6LYOJ1Oli5dypgxY7j33ns1sb59+7J48WIaN27MsmXLSElJKXC2ymQy4XJ5VtetWLEiZ86cyf/47Nmzmo937tyJ3W4nPj4evT5v4ePq1auL6q0JIUTZkpWBafVyjD9+gWLNLfAQNTAY+32P4Wj/EPh7f7wp0+Fmzt4sZuwt/Gm+cLOOF2ID6V0/gMCrSKYAnOc2YtsbD27tVjWGag9iumEAilK+lnBIUiUua82aNaSkpPD0009ToUIFTeyRRx5hwYIFbNq0iXfffZcnn3ySMWPGULVqVfbt20dgYCCtW7emRo0aHD9+nISEBKKioggMDMRsNtO6dWvmzZtHq1at0Ol0xMXFaWbiYmJicLvdzJo1i06dOrFt2zbmzJlT0pdACCF8KzcH4w8rMH2/rNA1U+6QMBwdH8fRthNY/As85qJsh5t5f2YzLTGLVFvBRTuvJZkCcJz+Efv+dwFt/8aaj2Os/XSp3hj53ypfKaIoFosWLeLOO+/0SKgAHnroIY4dO8aWLVv473//S9WqVXn88ce59dZbiY+Pz/+m6dy5M3fffTddunQhJiaGFStWADB+/Hiio6N58MEHefrpp+nRowcVK1bM779Ro0ZMmjSJWbNmccstt7Bw4ULi4uJK5o0LIYSv2W0YV39OwGtPYF65oMCEyh0Shu2JgeS8/RmOjt29JlQ5Tjcz9mTSZEUyY7ZlFJhQhZkVxtwUzK5ukbwYG/TvEqrjX2Lf/w6XJlSmOn0wxTxTLhMqACUtLa3g+T5RLNLT0wkJCfnX5/tqTdX16Gqv9bV+bq9nSUlJ1K1b9qonl1VyvUvOv77WLieGDWswffVxoXWm3EGhOB54Ake7LmD2/rPK6lT5+GA27+7OJDm34JmpEJPC4EZB9L3x6tZM/ZOqqjgOL8JxZMklER2m+i9irHpvgecVhdLwdS23/4QQQojSQlXR79yI6fMP0Z86UvAhAUHYH3gCR4euXgt2AjjcKouTcngrIaPQjY6DjQoDGgbSv2EgIVf4NF/BQ3djT5qD88QqbUAxYm44DEOlO/5132WFJFVCCCFEKaBL2oN52Rz0SXsKjKsWPxz3dsN+32OXXYDucqt8cTiX+J0ZHM70fEgI8iqg97sxkIGNLl+083JUtxPb/qm4ktdpA3oLltjR6Cs0v6b+ywpJqoQQQggfUpJPYF4+F8O2XwuMq0YjjnYPYX/wKQj2XnFcVVW+O2Zlwo4M9qU5CzzG36DQp34AL8QGEm4pfDuZK6W6bNj2TsR1fos2YAjE0iQOfUiDa36NskKSKiGEEMIXstIxfb0Q409fo7g8EyBVUXDefi/2h3uhhl9+N4pfT9uI257OH+ccBcbNeuhdP4CXYoO87s13NVRnNtbdb+JO261pV0wV8jZGDowuktcpKySpEkIIIUqS04Hxx5WYVi1EySm4PIKzyS3Yuz2PO6r2Zbvbcc7OuB0Z/HLKVmDcoECPG/wZ0iSYagFFk0wBqPY0rLvewJ2ZpGlXLFWwNJuIzu/62/FCkiohhBCiJKgq+p2/Y/5sNrrkkwUe4qpVD9vj/XHXb3rZ7g6lO4nbkcFXRwouAqoAj8X4MbxpMLWCi/bXvdt6Lm9j5BztjhpKQDSWphPQmYt+y7KyQJIqIYQQopjpjh3CtHQmhn07Coy7K0Zif/R5nK3awmU2ik/OcfHWrkw+OZCNs5CiSPfXsPB682BuDDNe69A9x5pzAuvOEag2bakHXXB9LE3iUIxBRf6aZYUkVUIIIUQx0edkYVr4HsZ1q1BUz5IGql8A9s498sojmLxvKpzpcDN9TxYz9mSRU0g2dWdlE6NvCqFlJVORjP9Srsy/sCaMAke6pl0X1hxL49Eo+uu7jqIkVUIIIURRczkx/PItN37+IYYCqqCrig5n207Yuva67BN9DrfKooM5TErI4GwhhTubhBsZe1Mwd1U1F1u1clfaHqy7RoMrR9Ouj7gDc8OhKLriSeTKEkmqRJkwffp05s6dS2Jioq+HIoQQXun+3IX50/fRHz9UYNzZ8CbsTw7EXd37IvSL5RHGbs8gKb3g8gjRQXreaB5M11p+6Ipx6xfn+a3Y9kwAt3YxvKHKPZjqvYiiK7oF8GWZJFXiivXv35+lS5cCoNfrqVKlCvfccw+jR48mNNT7X1pCCFHeKWkpmD6bjXHT2gLj7shq2J4YiKvprXCZBGhXip1RW9PZcMZeYLyiRcfQJkE8Uy8Ak75499FzJv+Cbd8UULVFRA1RD2Oq06fc7uP3b0hSJa7KXXfdxQcffIDT6eTAgQMMGjSI9PR05s+f7+uhCSGEbzidGNd+ienLj1CsOR5h1WzB3qUnjnseBaP3W2RnclzE7chgSVIOBa2a8tMrDGwUyAuNAgm+hi1lrpTj5H+xH5gBl4zGWPtpjDUfl4TqEpJUlRLZ6+678mOL4PUC2q3+V+eZzWYiI/OK0FWrVo2uXbuyZMn/Ns6cMWMGS5Ys4ciRI4SEhNChQwfi4uLyZ7IWL17M0KFDWbJkCcOHD+fo0aM0b96cGTNmEB0dnd/PtGnTmDlzJtnZ2Tz44IOaGIDb7ebtt9/mk08+4dy5c9SpU4dRo0bxwAMPAHD06FGaNGnC/PnzmT9/Pjt27KBu3brMnj0bnU7HSy+9xJ49e2jcuDFz5szx6F8IIa6E7sBuzAvfRX/icIHx1Ea3YH5uCGpYRa/95DpVZu7N4t3dmWQXsAhdp8B/6vozolkwVfyL/1abqqo4ji7D8ffHl0QUTDcMwFi9U7GPoSwq/jRXlFtHjhzhp59+wmj83yO7Op2O+Ph4Nm3axIcffsj27dsZOnSo5jybzcbUqVOZMWMGP/zwA+np6bzyyiv58S+//JLx48czYsQI1q9fT926dZk1a5amj9mzZzN9+nTGjh3Lxo0beeCBB+jRowe7d2ur+sbHx/PSSy/x66+/EhISwnPPPcfQoUN5/fXX+emnn7BarQwbNqwYro4QolzLSMP84ST8J75QYELlioohZ9T7HH2ot9eESlVVvj6SS6svkxm/I6PAhKpDNTMbulTi/dvDSiyhsv81zzOhUvSYbxwqCZUXMlMlrsratWupVq0aLpcLq9UKwIQJE/LjAwYMyP9/zZo1GTduHE8++SRz5sxB9/+1V5xOJ2+//TZ169YFYPDgwQwaNAhVVVEUhdmzZ/PEE0/Qq1cvAIYMGcJvv/3G33//nd/3jBkzGDRoEN26dQNg1KhRbNy4kRkzZjB37tz84wYOHMg999wDwKBBg3j88cdZuHAhrVu3BqBPnz4eSZ8QQhTK7cbw63eYl89Fyc7wCKt+Adgf6Y2jXWfQGyApqYBO8iSmOhixJa3QdVP1Qw2MbxlCh+olV6ZAdbuwH5iG8/QP2oDOhLnRKAwVW5XYWMoiSarEVbntttuYNm0aubm5fPLJJxw5coR+/frlx9evX8+7777LwYMHycjIwOVyYbfbSU5OpkqVvC0LzGZzfkIFULlyZex2O2lpaYSFhXHgwAF69Oihed2WLVvmJ1UZGRmcPn2aW265RXPMrbfeyg8/aH8QNGzYMP//lSpVKrAtOzubnJwc/P39r+XSCCHKOd2JvzF/NBX9X3sKjDtuuwf74/1QQyp47eeCzc2EHRksOJCNu4CFUxXMOkY2y1uEbtCV3Jol1WXHtm8SrnMbtQG9P5bGb6IPiy2xsZRVklSVEle6xslqtWKx+K64mr+/P7Vr5z0G/NZbb/Hggw/y1ltvMWLECI4dO0b37t3p2bMnI0eOpEKFCuzatYvevXtjt//vLzGDQftld3Gho9tdcP2Vq3Hposl/3pq8GPvn6xflawshyim7DdOqRRi/W4ricnmEXVWjsT39Mu76Tbx241bz6k29uT2DVJs/SmTPAAAgAElEQVTnzxyDAn0aBDCsaTCh5pJdnaM6c7AmjsN9IUEbMIZgaToBfVCdEh1PWSVJlbgmw4YNo1u3bjzzzDPs3LkTu91OfHw8en3eff/Vq69+QXy9evXYtm2bZrZq27Zt+f8PDg6mSpUqbN68mTZt2uS3b9q0iXr16l3DuxFCCC393m2YP56K7uwpj5hqsmB/qCeOe7uBwft2MNvP2Xltcxo7zjsKjLeraia+VQj1Qot+W5nLUR0ZWBNex515UNOumCvlbYzsX73Ex1RWSVIlrsmdd95JvXr1ePvtt+nVqxdut5tZs2bRqVMntm3bxpw5c666z379+tGvXz+aN2/OHXfcwddff8327ds1tbAGDx5MfHw8MTExNG3alGXLlrFp0ybWr19flG9PCHG9ykrHvGQWxt/XFBh2Nr0NW48XUCtW9tpNugNe3niBjw8UXCKhVpCe+FYh3Fvd4pPyBG7beawJI1Gzj2naFf8oLE0norNElPiYyjJJqsQ1GzRoEAMHDuTFF19k0qRJTJs2jQkTJnDzzTcTFxeXv+D8Sj388MMcOXKEuLg4cnNz6dixIwMGDNCUbujXrx9ZWVmMGTOGs2fPUrduXRYuXEhsrNzzF0JcA1XFsHkdpsXT0WWmeYTdoRWx9XgB1013ei3gqaoqS//KYdQOPy44PGtX+ekVhjQJYmDDQCwG39R6cuecxJowAtV6VtOuC6qLpcl4FFOIT8ZVlilpaWmF7HEtikN6ejohIf/+C9XXa6quJ1d7ra/1c3s9S0pK0jy8IIqXXO+CKSnJmD95F8OuzR4xVVFwtOuC/dHnwD/Qaz/7Lzh4ZVMam5ILfqqvS7SF8S1DiAr03byGK/NvbLtGodovaNp1YU2xxI5GMZS9B3dKw9e1zFQJIYS4vrndGH5ehXn5ByjWXI+wq3otbL2G4K7TsICT/yfXqfL2rgymJWZRQLkp6gQbePvWEO6q6ts/jF1pe7HuHg1ObSlpfcXbMDccjqKXjZH/LUmqhBBCXLeU5BNY5k9Bf2CXR0w1GPO2l7n/8csuRP/llJWXN6ZxONPz6UCLHoY0CWZwo0DMxbxP3+U4U/7Aljjec2Pkyndjqv+SbIx8jSSpEkIIcf1xuzCuWYFp5QIUu80j7LohFmuvIahVa3rt5rzVxcit6Sw/5DnDBXB7mIuZ7asSHeT7X7eFb4zc9f83RpZNVq6V7z/LQgghRAlSTh3FMm8y+kP7PGKqxQ/bY/1wtu0EusKTDFVVWXYol5Fb0wusOVXFX8fkVqHUt58oFQmVbIxcMnz/mRZCCCFKgtuFcfXnmFbOR3F41otyxrbE1msIanik126OZDp5ZWMa6055znApwHMNAni9eTAhJp23XWpKjP3IMhx/f3RJq2yMXBwkqfKBi3vcifJDVeUhWiFKM+X0sbzZqb/2esRU/0BsTw3Cefu9XsskuNwqc/ZnM2FHBjkFrERvGGZg2u1htIgoHQu9VVXFcWgBjmOfawOKHnODIRgqt/XNwMoxSapKWEBAAGlpaYSGhkpiVY7k5ORIqQshSiO3G+MPX2Ba8SGKw7PEgbPZ7dieeQU1NNxrNwfSHAzacIE/znnOcFn0MKxpMIMaBWIswb36vFFVF/YDM3Ce+l4bkI2Ri5UkVSXMYDAQFBRERobn7uZXIiMjg+Dg4CIelSjI1Vxrg8GA2Wwu5hEJIa6Gcu40lg8nFfxkX0AQtqcG47ztbq+zUw63yvuJWUxOyMBewBahd1Q2Me22MGJCSs+vU9XtwLZvCq6zv2oDsjFysSs9XwXXEYPB8K+LRJ49e5aoqKgiHpEoiFxrIcooVcWw/r+Yl84ssO6Us+lt2Hq9etnZqcRUBwN/u8DuVM/ZqRCTQlzLEHrU9S9Vdx1UlxVb4nhcqdu0AWMIlibj0QdL0dfiJEmVEEKIckNJS8E8/y0Mu7d4xFT/AGz/efGys1N2l8rU3Zm8vSuzwCKe99ewMPXWUCr7l66aTqojC+vu0bjTtU81KuaKWJrGowuQPxKLmyRVQgghygX9H79g+WgqSrbn8gpnbEtsz76GWqGS1z52p9gZsCGNPQXMToWbdUy5JYSutfxK1ewUgGpPw5owCnfWIU274lctb2NkP+9PNIqiIUmVEEKIsi0nC/Oi9zFu/MEjpJot2J4YgPOuTpednXpndybvFDI71TXajym3hlDRUrpmpwDc1rN5GyPnnNS06wJrY2k6AcUU5qORXX8kqRJCCFFm6ffvxDw3Hl3qWY+Y64ZYrM8NR42s5rWPvakO+v12gcQCZqcq+el459ZQOtX0K7IxFyV39nGsCSNRbec07bqQG7E0Hodi9L75syhaklQJIYQoe5wOTF8swPj9ZyiX1IlT9Qbsj/TG0fEx8LKXndOtMn1PFhN3ZuAo4Mm+brX9mNwqhAqlcHYKwJWZhDXhdXCka9r1FW7CHPsGil7KvJQ0SaqEEEKUKcqpo1jmjEd/1LNcuat6LWx9R+GuUcdrH3+lO+j/W8F1pyr56Zh6aygPltLZKQDXhUSsu8eAK0fTrq90J+Ybh6LovG8ALYqHJFVCCCHKBlXFsO5rzEtneRTyVBUFx73dsD/SG0yF14xzqyof7s9m7LYMcl2ei6cere3HW6V4dgrAeX4Ltj0TwK29BoYq92GqPxhFKb1jL+8kqRJCCFH6ZaRhmT8ZQ8Imj5C7QgS250fiatDMaxcnspwM+j2NXwrYs6+COW926qFapXd2CsB55mds+98G1aVpN9Z4FGNM71L3VOL1RpIqIYQQpZp+zzbMcyeiS0/1iDlubovtmVcgIKjQ81VVZfnfuby2OY0Mu+fs1P01LLx3WyiV/Er3DI/jxDfYD84CtO/BWLsXpujuvhmU0JCkSgghROnksGNaMQ/T6uUeIdXij63nS5ct5JlqdfHypjS+PmL1iAUbFSa1CuGJOqWrKvqlVFXFcWQpjsMLL4komOoNwljtAZ+MS3iSpEoIIUSpo5w5jmVWHPqjBz1irpgbsfZ7HbVSVa99/HzSyoANFzid4/loX+sqZmbeEUpUYOn+Naiqbux/fYjz+JfagKLHfONQDJFtfDMwUaDS/dUkhBDiumPYsAbzwndRbNrZJVXR4ej8H+xdeoK+8F9fVqfKm9vTmb0v2yNm0cPYFiE83yAAXSmenQJQ3S7sf76H88yP2oDOjDn2DQzhLXwzMFEoSaqEEEKUDrk5mBe+i3Hjjx4hd4VKWPu9jrteY69d7Lvg4LlfUtmX5vSINQk3Mrd1GPVCS3+5AdVlx7ZvEq5zG7UBQwCWxuPQhzb0zcCEV5JUCSGE8DndkYNYZr2JLvmkR8zZojXWZ1+77GL0+X9m8/of6Vi1D8ahU+Dl2ECGNQ3GpC/ds1MAqjMHa+I43BcStAFjKJamE9EH1fbNwMRlSVIlhBDCd1QV49ovMX02G8WpLcSpGk3YnhqM864HvS5GT7G6GLQhje+Pey5GrxGo54PWYdwaWXjtqtJEdWRg3fUG7owDmnbFUglL03h0/t633BG+JUmVEEII38jOxDL/LQzbf/MIuapFYxswBnf1Wl67+O20jed/TS1wMfpjMX5MuSWUEJOuyIZcnNy2lLx9/LKPatoV/xpYmk5AZ4nw0cjElZKkSgghRInT/bUXy+xx6M4ne8QcbTthe3KQ18roTrfKW7symZKQyaWVp4KMCu/cGspjMf5FPOri4845lZdQWc9o2nVBdbE0GY9iCvHRyMTVkKRKCCFEyVFVjGs+x7T8AxSXdvGT6heArdcQnK3aeu3iVLaL59ansjHZ7hG7qaKReW0qUCu47Px6c2f9jTVhFKr9gqZdF9oYS+MxKIYAH41MXK2y81UnhBCibMvOxDJvEoYdv3uEXNE3YB0wBjXS+5qhNcet9P/tAqk27e0+BXgpNpCRzYMx6kr/YvSLXOn7sO4aDc4sTbu+YivMDUei6MvGWjCRR5IqIYQQxU73959YZo5Fd/6MR8x+z6PYH3sejKZCz3e4Vd7clsGMvVkesUp+Oua2DuOuqpYiHXNxc6Zsw5YYB27tXoT6yHaYG7yCopNf0WWNfMaEEEIUn4tP9y2dheLS1o5S/QOwPjcc1013eu3iWJaTZ39JZds5h0esbVUzH7QOK/X79l3KefZXbHvfAlV7TQzVO2Oq2w9FKRuL64WWJFVCCCGKR24O5gVTMG792SPkqlUP68CxqBFVvHbx36O5DNhwgfRLNkLWK/B682BejA0s9ZXRL+U49T32P6cD2luYxlr/wRj9VKneh1B4J0mVEEKIIqc78TeWGWPQnT7uEbPf/TD27v283u6zu1TGbCt4q5nqAXrmtwmjVRmpPfVPjmMrsP81z6PdVLcfxqiHfDAiUZQkqRJCCFGkDL//gPnjd1Ds2rVCql8A1t6v4Wp5l9fzj2U56fVzKtvPe97uuy/Kwqw7QqlgKVu3+1RVxfH3xziOLtMGFB2m+q9grNLBNwMTRUqSKiGEEEXDYce8eAbGn1d5hFxRMVgHvYlaubrXLlYfz6XfrxdIu+R2n0GBsS2CGdgwsMzdHlNVN/aDs3Ce/FYb0BkxNxyJIeJW3wxMFDlJqoQQQlwzJSUZy4yx6P/e7xFztL4fW48XL1vMc/yODN5L9Hy6r3qAno/bVqBFROG3C0st1YVt31u4kn/Rtuv9sDQeiz6siU+GJYqHzx4vmDp1Km3btiUqKoqYmBi6d+/Ovn37NMeoqkp8fDz169encuXKPPDAA+zfr/2GTUtL4/nnn6dGjRrUqFGD559/nrS0NM0xe/fu5f7776dy5co0aNCAyZMno6rav4K+/vprWrVqRaVKlWjVqhXffPPNVY9FCCGuR/o92/Af3ccjoVKNJqy9h2LrPdRrQnUmx0Xn1ecLTKjujbLwW5dKZTKhUl1WKpz/0DOhMgZjaTZJEqpyyGdJ1YYNG+jduzdr1qxh1apVGAwGHnroIS5c+F9F2WnTpjFz5kwmT57MunXriIiIoGvXrmRmZuYf89xzz7F7925WrFjBihUr2L17N3379s2PZ2Rk0LVrVypVqsS6deuYNGkS06dPZ8aMGfnHbN26lWeffZZu3brx22+/0a1bN5555hm2bdt2VWMRQojrituN8ZtPsbz9GkpWhjYUUZXcN2bibH2/1y42nLHRetVZj+roegXGtQhmafsKhJnLXnkB1ZmNNeF1LNa9mnbFFI5f8ynog+v5aGSiOClpaWmXbpvkE1lZWdSoUYPFixfTsWNHVFWlfv369OnThyFDhgCQm5tL3bp1iYuLo1evXhw4cIBWrVqxevVqbrnlFgA2bdpEx44d+eOPP6hbty7z589n7NixHDx4ED8/PwCmTJnCggUL2LdvH4qi0KtXLy5cuMBXX32VP54uXbpQsWJF5s+ff0VjKSlJSUnUrVu3xF7veibXuuTItS5ZRXK9c7KwfBhfYHV0Z9PbsD4/AgKCCj1dVVXe35PFuO0ZuC75LVTFX8eCuypwaxl8ug9AtadhTRiFO+uQpl3xq4KlaTw6v8o+Gln5Vhp+jpSa9D8rKwu3201oaCgAR48eJTk5mXbt2uUf4+fnx2233caWLVuAvBmmwMBAWrVqlX/MLbfcQkBAgOaYW2+9NT+hAmjfvj2nT5/m6NG8ncD/+OMPzetcPOZiH1cyFiGEuF7oThzGf2w/j4RKVXTYHn0O64vjvSZU6XY3/1mXyphtnglVmypmfu1cqcwmVG7rWXJ3DPFMqAKisTR/RxKqcq7ULFQfPnw4sbGx3HzzzQAkJ+ftXB4REaE5LiIigtOnTwNw9uxZwsPDNU+CKIpCxYoVOXv2bP4xVatW9ejjYiw6Oprk5OQCX+diH1cyloIkJSVdwTu/esXVr/Ak17rkyLUuWf/2eofu+4Ma33yCzqEtl+D0C+RI1z5k1r4RDh0q5GxIylYYtt/Mcavn3/TPRjl4vkYOaScukFbAuaWd3pFM+LmZGFzajZHtplqkhPZDPZYCpPhmcNeJ4vg5cjWzX6UiqRo5ciSbN29m9erV6PVlq/aIN8UxDVkapjevF3KtS45c65L1r663y4lpxTxM333mGYq+AdvgcVSuWBlv8zDLDuXw0u40ci+Zngo1KcxtXYF7osrW3n3/5MpMwpowHVzpmnarpT4VWk0iTF9231tZURp+jvg8qRoxYgQrV67km2++ITo6Or89MjISgHPnzhEVFZXffu7cOSpVqgRApUqVSElJQVXV/NkqVVU5f/685phz585pXvPixxePiYyMLPCYf8YvNxYhhCi3stKxzBqHYe92j9CVlEuwuVRGbk1n/p+e1dGbhhv5pG0Fagb5/NfRv+a6kIh19xhw5Wja9RF3kGp+mHBJqK4bPl1TNWzYML744gtWrVrFDTfcoInVrFmTyMhIfv75f3tGWa1WNm3alL+G6uabbyYrK4utW7fmH7N161ays7M1x2zatAmr1Zp/zM8//0yVKlWoWbMmAC1bttS8zsVjLvZxJWMRQojySHfsr7z1U5ckVKregPWZV7E9+5rXhOp0josHvz9XYEL1zA3+rL4/okwnVM7zW7DuGuWRUBmq3Ie50QhQjD4amfAF/fDhw8f64oWHDBnCZ599xscff0z16tXJzs4mOzvvm85kMqEoCi6Xi/fee4+YmBhcLhejRo0iOTmZ9957D7PZTMWKFdm2bRsrVqwgNjaWkydP8vLLL9O8efP8sgoxMTF89NFHJCYmUrduXTZt2sTo0aN56aWX8hOiKlWqMHHiREwmE+Hh4XzyyScsXryYadOmUbVq1SsaS0lJTU0lPDy8xF7veibXuuTItS5ZV3q9DZt/wvLeKHSZ2hVO7tCKWIdMxnXTHeCluvnmZBsPrTnPwXSXpt2ih/duD2Vo02AMurJVHf2fnGd+xrY3HlSnpt1Y41FMN/RHUXTytV2CSsO19tmfB/Pm5W0o2aVLF037sGHDGDFiBAAvvvgiubm5vPbaa6SlpXHTTTexcuVKgoKCNP0MHTqURx55BICOHTvy1ltv5cdDQkL48ssvGTJkCG3btiU0NJSBAwcyaNCg/GNatWrFggULGD9+PBMnTqRWrVosWLCAFi1a5B9zJWMRQohywe3C9Pk8TN8t9Qi56jbK224mtPBfXqqqsuBANsM2p+O85Om+moF6FrarQJPwslfM858cJ77BfnAWoH2Dxtq9MEV3982ghM+VmjpV4sqUhoV41wu51iVHrnXJ8nq9szOxzI7DkLjVI+Ro1wXbU4PAUPgtLatT5bXNaSxKyvGIdahmZl6bCoSWwWKeF6mqiuPIUhyHF14SUTDVG4Sx2gOaVvnaLjml4VqX3RvZQgghipRy8gh+00ahSz6paVcNRmw9X8LZ5oFCzsxzKttFj3UpbD/v8Ii92jiQkc2C0Zfh232qqmL/60Ocx1dqA4oe841DMUS28c3ARKkhSZUQQgj0OzdimTMexaqdYXKHhmMdPA53nYZez9+UbOPpn1M5m+vWtAcYFGbdGUaXaL9CziwbVLcL+4FpOE//oA3ozJhjX8cQ3tI3AxOliiRVQghxPVNVjN8uwfTFPJRLNpp3xdyIdfA41LCKXk4vfP1UTLCeT9uF0yCsbD8Bp7rt2PZOxnXuki15DAFYGr+JPrSRbwYmSh1JqoQQ4npls2Ke/xbGLes8Qo7W92Pr+RIYC19QbnPlrZ9aeNBz/dQ91c3MbV22108BqM5crIlv4r6QoA0YQ7E0nYA+KMY3AxOlkiRVQghxHVJSz2KZ9jr6Iwc17apOh/3JQTg6dPVaLiE5x0XPn1PZctbuERvSJIiRzYLQeTm/LFAdmVh3vYE7409Nu2KuhKXZRHT+1X00MlFaSVIlhBDXGf+Tf+M3/QN06amadjUgGOugsbhubO71/J3n7fznp1RO5mjrTwX+//qpzmV8/RSA25aCNWEkavZRTbviH4Wl6UR0lohCzhTXM0mqhBDiOmLY+CN1F05B59IWrHRVjcb60gTUyGpez//8UA6Df7+AVZtPUStIz5L2ZX/9FIA751ReQmU9o2nXBdXF0mQ8iinERyMTpZ0kVUIIcT1wuzF9MR/Tt4s9Qs6mt2HtNwr8Ago/XVWJ257Bu4lZHrG2Vc0suKsCYWV8/RSAO+twXkJlv6Bp14XGYmk8FsVQ+DUSQpIqIYQo76w5WD6YgGHH7x4h+wNPYn/0OdAVnhBlOtz0WX+B1cetHrGBDQN5s0XZ3m7mIlf6fqy73gCnNnHUV2yFueFIFH3JbUkmyiZJqoQQohxTUpKxvDcS/bFDmnbVaMT27FCct93t9fwjmU6eXJvCvjTt7UKzHt67LYwn6vgX+Zh9wZW6A2viOHBpE0d9ZDvMDV5B0cmvS3F58lUihBDllO7QPizTRqFL197KcgQE43gl/rIFPX8/Y6PHulRSbdqCnpF+Oha3D6dFRNnev+8i59kN2PZOBlVbCd5QvTOmuv1QlLJ/W1OUDEmqhBCiHDJs/gnzvEkoDm2i4KpRhwNd+hB9mYTq06RsXt6YhkObT9Ek3MiS9uFUC9AX9ZB9wnH6B+z73wO0b9QY/RTGWv9BKeNlIUTJkqRKCCHKE1XF+NUnmL/62CPkvOlOrH1H4jh2otDT3arKuO0ZvFfAgvSHov2YdWco/obyMXPjOP4l9qQPPNpNdftijOrqgxGJsk6SKiGEKC/sNswLpmDctNYz9OBT2B/p7XVBerbDTd9fL/DtMc8F6SOaBTG0SVC5mLlRVRXH4U9xHLn0SUgdpgYvYaxyj0/GJco+SaqEEKI8yEjDb9rr6P/ao2lW9QZszw7Becd9Xk8/nePi8bUp7ErR3i606GH2nWF0rVU+FqSrqht70hycJ1ZpA4oRc6PhGCJu983ARLkgSZUQQpRxyskj+L07At2505p2NTCY3BfG467X2Ov5u1PsPL42hVM52nVFlfx0LG0fzk3lZEG66nZi2z8VV/Ilex3qLVhiR6Ov4L2SvBCXI0mVEEKUYfq927DMGIOSk61pd1epQe7L8ZetkL76eC69f7lAtlPVtDcMM/BZh3CiAsvHrwnVZcO2dyKu81u0AUMgliZx6EMa+GZgolwpH98tQghxHTL88i3mT6aiuLUzTM4bm2Md9CYEBBV6rqqqzNmXzag/0nFr8ynujbIwr00YQcbysSBddWZj3T0Wd1qipl0xheXt4xdYy0cjE+WNJFVCCFHWuN2YVszD9N8lHiFH6/uxPf0KGAr/8e5UYejmdD78M9sj1v/GAMa3DEFfDiqkA6j2dKy7XsedmaRpVyyVsTSLR+dXxUcjE+WRJFVCCFGW2G2YP5yEcevPmmZVUbA/1hdHx+7g5Qm9LIebIfvM/H5Bm1DpFHirVQjPNQgslmH7gtt6Lm8fv5zjmnYlIBpL0wnozOE+GpkorySpEkKIsiIjDb9po9D/tVfTrBpNWPuOwtWyjdfTT+e46P5jCrsvaAt3BhkVPrqrAh2qW4p8yL7izjmJdecIVNtZTbsuuD6WJnEoxsJvjQrxb0lSJYQQZYBy5jh+7wxDd/aUpt0dHIb1pQm4Y270ev7eVAfd16ZwItulaa8eoGdZh3AaVjAW+Zh9xZV5CGvCKHCkadp1Yc2wxI5GMfj5aGSivJOkSgghSjld0h783huJkpWhaXdXrUnuK5NQI7yvC/rllJWe61LJcGhXpDcJN7KsQziV/cvHljMArrQ9WHePAaf29qY+4nbMDYeh6MpHeQhROklSJYQQpZh+6y9Y5k7w2MPvSp7wg7w9/F76PQ3npU/4VTcz/64KBJaTJ/wAnCl/YEscD26bpt1Q5R5M9V5E0ZWf5FGUTpJUCSFEaaSqGFcvx/zZbI+Q4457sfUaAobCb9mpqsqkhEwmJ2R6xB6t4mBO+6oYyskTfgDO5PXY9r0Fqvb2piHqYUx1+pSL7XVE6SdJlRBClDZuF6YlMzH9uNIjZH/oaewPPeP1CT+7S+XFjWks/SvHIxbXIph7zWfKVULlOPlf7AdmANrpOGOtnhijn5CESpQYSaqEEKI0sduwzBmPYftvmmZVr8fWawjOOzt6PT3d7qbnulTWn9beAjPrYW7rCnSJ9iMp6UyRD9tX7EeX4zi0wKPddMMAjNU7+2BE4nomSZUQQpQWmWn4vVdAyQSLP9YXxuFq2MLr6aeyXTz643n2XXBq2iuYdSxpX4FbIs1FPmRfUVUVx6EFOI59rg0oOswNhmCo3M43AxPXNUmqhBCiFFDOnsormXBGW6jSHVYR6yuTcdeI8Xr+gTQHj/zgWTKhVpCeFXdXJCak/Py4V1UX9j+n4zy9WhvQmTA3GoWhYivfDExc98rPd5kQQpRRusN/Ypk6Al3GBU27q3otrK9ORq1Qyev5m5JtPLE2hTS7dk1RywgjSzuEU9FSfp56U912bPum4DqrvT2K3h9L47Howxr7ZmBCIEmVEEL4lH73FiwzxqDYrJp2Z4NmWAePu2zJhG+O5tJnfSpW7QQVHaMszL8rDH9D+SmZoLqs2BLH4UrdoQ0YQ7A0HY8+qK5vBibE/5OkSgghfMSwYTXmBVNQXNqMyHFrB2y9h4LRe6HKBX9m8+qmtEueeYNe9fyZcktouXrCT3VkYt01GnfGfk27Yo7A0nQiuoAoH41MiP+RpEoIIUqaqmL8djHmFfM8QvYHnsD+aB/QFT7DpKoqkxMymVRADaqRzYJ4rUlQuSoj4LalYts1CnfWYU274l8NS9N4dBbvt0eFKCmSVAkhRElyuzB9Oh3TT19pmlVFwf7UYBx3P+z1dJdb5bXN6Sw4cMk2LAq8d1soPW4IKPIh+5I79wzWhJGoudo9D3WBMViaTkAxhfpoZEJ4kqRKCCFKit2GZe5EDH+s1zSrRiPWvqNwtbzL6+lWp0qfX1P55qh2/ZWfXuGjtmHcF1W+Ngp2Zx/FmjAK1XZe064LaYSlyZsohvKVQIqyT5IqIYQoCTlZ+E0bhf7PXZpm1T+Q3Bcn4K7fxFa30TYAACAASURBVOvp6XY3T/2UwoYzdk17qElhWYdwWpWjGlQAroyDWHe9Dg7tJtL68JaYG41C0Vt8NDIhCidJlRBCFDPlwnks7wxDf/yQpt0dVhHrkLdwV6/t9fzkHBeP/phCYqp2U+Vq/nq+uDec+qGF7wFYFrku7MK6eyy4cjXt+kptMN84BEVXvt6vKD8kqRJCiGKknDmO35TX0J3Xbg3jrlqT3CFvoYZHej3/cIaTrj+c50im9gnBeiEGvrgnnOqB5evHuPP8Zmx7JoBbm0Aaqt6Pqd5AFKX81NwS5U/5+m4UQohSRHf4T/zeGYaSma5pd9VpSO7L8RAY7PX8XSl2Hv0hhXNWt6a9ZYSRZR3CqVCOinoCOM/8hG3/O6Bq36+x5mMYa/cqV080ivJJkiohhCgG+r3bsLz/BopVewvL2fQ2rANGg9n7mqANZ/KqpGc6tFWo7q5m5uO2FQgwlp+ingCOE6uwH5zl0W6M6Y2pZjcfjEiIqydJlRBCFDHDlnWYP5iI4tJubOxofT+2Z14Bvfcfvd8dy6XXL6nYLqmS3j3Gjxl3hGEsT0U9VRXHkaU4Di+8JKJgqvcCxmodfTIuIf4NSaqEEKIIGdd+ienT91FU7QyT/cGnsD/6HFzmFtbSv3IYtOECrkvKpA9qGMi4lsHoytEtMFVVsf81F+fxL7UBxYD5xqEYIlv7ZmBC/EuSVAkhRFFQVYxffYL5q489QrYnB+K49/K3sGbuzWLU1nSP9rE3BfNSY+97AJY1qtuF/cA0nKd/0AZ0Zsyxb2AIb+GbgQlxDSSpEkKIa+V2Y1o8HdNa7YyLqtdje244ztvu9nq6qqpM2JnJ27u0287o/r9Kes9yViX9/9i77/AoyrUN4PfM7M7OpiebRi9SAgESCyAqHUFFRVHEinKOIoKKVOkdAlJEERBR9IiglIMCR78DonAQQRAhBAhNemhJNtn02TLzfn9EAi+BJEiSLXl+18V1nTwzs3mywp47U96H6Q7YD82ElvYrv8HgD6XFZEghse5pjJDbRKGKEEJuh8sJ05IZMP72E1dmsgnqm5OhxbUu8XCdMbz7WxaWHOHHzsgisKR9GHrU9a1V0pkrH+qBydAzE/kNxhAo8dMhBZa8ZhchnoxCFSGE/F12FcpHE2BI2sWVmX8gCobMgN6g5DMuTp1h4PZMrDrBPyHobxCwvHMYOlT3rVXDmTMb6v5x0LOPcnVBiSwcjOxXw02dEVI+KFQRQsjfkZcD8/ujIB0/yJX1EAvU4bNKXSVddTG8sjUD/z3Hz/ELNQlY82A47o6Qy71ld9Lt6YWDkfPOcnXBrxaU+OkQlQg3dUZI+aFQRQght0jIyoAyeziks9eNnYmqgYLhs8EiqpV4fI5Tx/Obrfjlujl+0WYR33YLR5NQ3xrDoudfgJo4EkxN5epiYEMocVMhyMFu6oyQ8kWhihBCboGQdhHmWcMgXj7P1bXaDaAOew8sOKzE4zPtOp7elI4/0vkxLHUDJXzXLRx1A33rY1nLOQn7/jFgjkyuLobGQ2k+HoLBz02dEVL+fOtfLyGEVCDh/OnCQJWZztW1Rs0Lx874BZR4/OV8DU9uTEeyjV8UtGmIAWu7hSPaz7fGzmi2Q1CTxgMu/iZ8Kfw+mGJHQpB86xInIRSqCCGkDMRTR2CePQJCbjZXd7VoDfXNSaWOnTmX68ITG9NxIptfJv3ucCPWdA1HqMm3xs64rHtgPzAF0O1c3RDdBXLMYAiibwVIQgAKVYQQUirxyH6Y3x8FQc3n6s7WnWDvNwowlHwP1IksF3psTEdKHh+oHoiW8XUXCwJ9bI6f6/I22JPfAxh/Rs5Q60nIDV6DIPjWz0vIFRSqCCGkBNL+36DMHw/Byd9U7uz4OOx9BgGlnHFJznTiiY3pSC3QuXrXmib8q6MFZoPvjJ0BAOf5/4Pj6IcA+Dk7xnp9YKz7HAQfGrNDyPUoVBFCyE0UDkaeBkHjzzA5uj8PR6/XSp3jl5juQM9NVmTY+UD1RF0zPmkXClnyrYDhOLMKzhNLi9XlRgNgrPm4GzoipHJRqCKEkBsw/O97mD6fXWwwsr3Xa3A++kKpx+9OtePpH63IdvDHv9DQDx/eFwJJ9J1AxRiD88RSOM+u5jcIIkxNhsEQ3ck9jRFSyShUEULIdYwbV8O0YgFXY4IA+0vvwNW5R6nHb7tox3Obrchz8YHqtRh/zLw3GKIPXQJjTIPj6EdwXfg/foNohKnZGBjC73VPY4S4AYUqQgi5gjEY1y+DaS1/CYuJIuyvjSp1MDIAbE5R8eLPVqj8FUMMahaAifcE+dQ9RUx3wp48C1rqNn6D5AelxURIoS3c0xghbkKhihBCAIAxyKs+gfzD13zZYIQ6cCK0u+4v9SX+c6YAfbdmwMnfQoVRdwZiRFygbwUqTYX9wGRoGXv5DcZgKHFTIQU1dE9jhLgRhSpCCNF1yF99CPmn77gykxWo70yFFntPqS+x9mQ+XtuWCY2/4ocp9wThreaB5dmt2zFnDtT946FnH+bqgim8cDCyfy03dUaIe1GoIoRUbZoLpqWzYNy+kSszsz8KhsyA3qh5qS+x4nge3vzVBv26QDXr3mC81qTkVda9jW63Qk0cA5Z3mqsLfjWgxE2HaI5yT2OEeAAKVYSQqsvlgmnxNBh3b+HKLCAIBcNnQ6/bqNSXWHokD0N22riaAODD+0PwUiP/8uzW7fSCi1D3jQZTL3J1MeAOKPHTIMghbuqMEM9AoYoQUjU57FAWTIIhcQdX1oPDoI6YA71mvVJf4uPkXIzclcXVJAFY3C4UT9f3rUHBeu4pqImjiw9GDmkOpcVECAbfCpCE/B0UqgghVY9dhfLBWBgO7eHKuiUKBe/OAYuqWepLzD+Qg3F7+DmARhH4rH0YHq9rLtd23U3LOgx1/zjAlcvVJUtrmJqNhiCZ3NQZIZ6FQhUhpGopyIf5/VGQju7nynpkdRS8OxcsPLrUl5izPwdT9vKByiQBX3a0oFutkgcrexstYy/UpEnFBiNLUZ1gajIEgkj/N0LIFfSvgRBSdeTlwDznXUgnkrmyXr0OCkbMAQsNL/FwxhhmJOZgZmIOVzdLAlZ0DkPHGr4VqFyp22E/NKP4YOSaj0Nu2J8GIxNyHQpVhJCqITcL5lnDIZ0+xpW12g1QMHw2EFTyTdaMMUzdm405SfwlMH+DgG+6WNC2mm9dAnNe2AjHkQ8A8ItuGeu+AGO9F31qzS1CyguFKkKIzxOyM6G8NwzSuRNcXasXg4LhswD/kteRYoxh0h/ZmHeAD1QBBgGru1rQJsrHAtXZNXD8+WmxutywP4y1nnBDR4R4BwpVhBCfJtisMM8cAvHCGa6uNWyGgqEzAXPJT60xxjB+TzbmH+QDVZBRwL+7hqNlpFzuPbsLYwzOk1/AeWbldVtEyE0Gw1it9DE9hFRlFKoIIT5LyEiFecYQiJdTuLorJh7q4OmAUvKyB4wxjPk9CwsP5XH1YFnAt13DcVeELwUqDY6jC+C68AO/QTTCFDsahog27mmMEC9CoYoQ4pME62WYEwZDTLvA1V3NWkJ9ewpgKvmmcsYYRu3OwsfJfKAKkQV81y0c8eE+FKhuOhjZ/Ndg5Dj3NEaIl6FQRQjxOULaRZhnDIaYfomru+LuhfrmJEAu+R4oxhhG7MrCksN8oAo1FQaqOIsPBSpNhf3AVGgZ/JpdMAb9NRi59FXlCSGFKFQRQnyKcDml8JJfRipXd93dFuqA8YDBWOLxOmMY/lsWPjvCB6owk4h1D4WjeVjJx3sT5syBmjQBeha/xEThYOTpEP1ru6kzQrwThSpCiM8QLp0rvORnS+fqzpYdYO8/FjCU/JGnM4ahO234/Gg+V7f8Faia+VCg0u0ZsO8fAz33FFcXzDUKAxUNRibkllGoIoT4BOHCmcKn/GxWru5s0wX210YCUumBavAOG/51jA9U4YqIdd3CEetDgUpyWaHuTQAr4O83o8HIhNwety6H++uvv+LZZ59FkyZNEBISguXLl3Pb33jjDYSEhHB/unTpwu1jt9sxfPhw1K9fH9WrV8ezzz6L8+fPc/ucO3cOvXv3RvXq1VG/fn2MGDECDoeD22f79u1o3749oqKiEBcXh6VLlxbr99NPP0WLFi0QFRWF9u3bY8eOHcX2IYRUPuHCGZhnvFM8UD3QDfZ+o8oUqAb9WjxQRSgiNjzkW4FKzzuL8NR5xQNVcCyUu96jQEXIbXBrqMrLy0PTpk0xY8YMmM03HkDaoUMHHD16tOjP6tWrue2jRo3Chg0b8Nlnn+GHH35ATk4OevfuDU3TAACapqF3797Izc3FDz/8gM8++wzr16/HmDFjil7j9OnTeOaZZ9CqVSts27YNQ4YMwYgRI7Bu3bqifdauXYuRI0di6NCh2LZtG1q1aoVevXrh3LlzFfDOEELKSjh/GuaEdyBmZXJ1Z7tHYP/nu4AolXi8zhje+tWGZcf5QBVlFvGfh8PRJNR3ApWWfQwFe4dB0mxcXbK0LDxDZSh5zS5CSMncevmva9eu6Nq1KwBgwIABN9zHZDIhKurG1/azsrKwbNkyLFiwAB07dgQALF68GM2bN8fWrVvRuXNn/Pzzzzh8+DAOHDiAmjULJ89PmjQJb7/9NsaNG4egoCB8/vnniI6OxqxZswAAjRs3xp49e/DRRx+hR48eAIAFCxbg+eefx8svvwwAmDVrFn766ScsXboUEyZMKL83hRBSZmLKSSgzhkDM4UOCs/2jsL8yBBBL/r3xSqBafl2gijaL2PBwOBoG+1CgykyCmjQR0PifVYpsD1PTYRBE3/lZCXEXj5+GuXPnTjRo0AB333033n77baSlpRVtS0xMhNPpRKdOnYpqNWvWROPGjbFr1y4AwO7du9G4ceOiQAUAnTt3ht1uR2JiYtE+177GlX327dsHp9MJh8OBxMTEYvt06tSp6PsQQiqXmHKycNmE6wNVx8fLFKg0neHN7cUDVTW/wjNUvhSoXOm7oO4fWyxQGWp0hyl2BAUqQsqJR9+o3qVLFzz22GOoU6cOzp49i6lTp+Lxxx/H1q1bYTKZkJqaCkmSYLFYuOMiIiKQmlr4OHVqaioiIiK47RaLBZIkcft06NCh2Gu4XC5YrVYwxqBpWrHXufb73Mjx48f/7o9eoop6XVIcvdeV51beayX1PBp8NRtCPj86Ju3uDki571HgxImbHFlIY8DU4zL+k8p/BEbIOj5qUgCWmovjN/+n7VXMeb8jJOMrCNcNRs4JfBA5Qjfgz5Nu6qzqoM+RylMR73XDhg3LvK9Hh6qnnnqq6H/HxsYiPj4ezZs3x8aNG/H444+7sbOyuZX/EGV1/PjxCnldUhy915XnVt5rMeUkzF+/XyxQObo8CfOLb6OhIJR4vKYXXvL7Typ/1qa6n4gND0XhjmCP/li8Jc6U9XCc+7JYPTu4B6rd/Qai3dBTVUOfI5XHE95rj7/8d61q1aqhevXqOHmy8DeryMhIaJoGq5V/4ictLQ2RkZFF+1x7yRAArFYrNE0rcZ+0tDQYDAZYLJaiM1s32ufKaxBCKt6VS35CThZXdzzYE44X3wZKCVQ6Y3h7hw0r/rxRoIrwmUDFGIPj1HI4ji28bosAufFbyA3qcsPjCCG3x6tCldVqxcWLF4tuXI+Pj4fRaMSWLVuK9jl//jyOHj2K1q1bAwBatWqFo0ePcsssbNmyBSaTCfHx8UX7XPsaV/a58847YTQaIcsy4uPjb7jPle9DCKlYJQaqF94qU6AadIOb0n0vUOlwHF8M56ll/AbBAFPsSBhrdHdPY4RUAW79FMnNzS0666TrOlJSUpCUlITQ0FCEhoZixowZePzxxxEVFYWzZ89i8uTJiIiIwKOPPgoACA4OxksvvYQJEyYgIiICoaGhGDNmDGJjY4vukerUqROaNGmC/v37Y+rUqcjMzMT48ePRp08fBAUFAQD69u2LJUuWYOTIkejbty927dqFFStW4NNPPy3qdeDAgXj99ddx9913o3Xr1li6dCkuXbqEvn37Vu6bRkgVJKacgjJjyG0Fqnd2FF82oZqvBSpdg+PI+3Bd2sxvEE0wNR8Hg+Ue9zRGSBXh1k+Sffv24bHHHiv6OiEhAQkJCXjuuecwd+5cJCcn45tvvkFWVhaioqLQtm1bfP755wgMDOSOkSQJffv2haqqaNeuHT7++GNIUuHaNJIkYeXKlRg2bBgeeughKIqCXr16YcqUKUWvUbduXaxatQqjR4/G0qVLER0djZkzZxYtpwAAPXv2REZGBmbNmoXLly+jSZMmWLVqFWrXptlYhFQk4fxpKDOLL5twK4FqyA4bvjxWfNmE//hSoNIcsB+aAS39ukWJDQFQWkyCFBLrnsYIqUIEm83G3N0EKTtPuBGvqqD3uvLc7L0uWin9uoU9HV2eLNM9VIwxDN2ZhaVH+eHI0X8t7NnAR5ZNYK58qAcmQ89M5OqCHAolfhrEgPpcnf5uVx56ryuPJ7zXvvErGiHE5wgXzxauQ3V9oOr8RJkD1fDfigeqqL8W9vSZQOXMhpo4FnrOMa4uKFFQ4hMg+lV3U2eEVD0UqgghHke4lPJXoMrg6s5OPeB4aVCZAtW7u7Lw6RE+UEWaC2f5+crCnro9HWriaLC8s1xd8K8NJX46RFO4mzojpGqiUEUI8SjC5fM3Ho7c4THYyxioRu/OwieH+UB1ZThyoxAfCVT5F6AmjgJTL3N1MbARlPipEIxBbuqMkKqLQhUhxGMIaRdhnjkEYmY6V3e27w77y4NLHT3DGMO437OxKJkPVOGKiPUPhaOxrwSq3JNQE8eAOfhLo2JoPJTm4yEY/NzUGSFVG4UqQohHEKyXCy/5WfkzL862D8P+ytAyBaqJe7Lx0SF+pXWLScS6buFoEuobgUrLSoa6fzzg4n9OKbwNTLGjIEiymzojhFCoIoS4nTE7E+ZPJkBMv8TVnfd1hf0fw8oUqKbuzcYHB/mgEWYSse6hcMSG+Uagcln/gP3AZEC3c3VDdBfIMYMhiJKbOiOEABSqCCFuJtisaPDVHIgZ152hat0J9tfeBcoQFBISczAniQ9UIbKA77pZ0MxXAlXqNtgPvQcwF1c31HwCcsN+EASvGpBBiE+iUEUIcZ9sG5SZQyFdH6hadoD99dFlClQzE7PxXmIOVwuWBXzXLRwtLL5xKcx54f/gODIfgM7VjfVegrHu8xBKuXmfEFI5KFQRQtwjNxvmWUMhXTjNlV13PQB7/7GAVPrH09ykHCTs4wNVkFHAt13DER/uG4HKcWY1nCc+K1aXG74BY60eNziCEOIuFKoIIZUvLwfmWcMgnT3BlV1x90IdOAEwlP7RNP9ADib/kc3VAo0C/t01HHdFeH+gYozBefJzOM+s4jcIIuSYITBW6+KexgghN0WhihBSuQryYZ7zLqTT/Argrth7oL45CTCUfg/UokO5GLeHD1QBBgFrHrSgZaQvBCoNjmML4Tr/Pb9BNMIUOxqGiDbuaYwQUiIKVYSQymNXYZ43CtKJZK6cU6cxhEFTAdlU6kt8ejgXo3ZncTU/g4BVD1rQOqr04z0d052wJ8+Glvo/foNkhtJiIqTQOPc0RggpFYUqQkjlcDqgfDgO0pH9XFlr2Awnn3wdd5iUUl/ii6N5GPYbH6jMkoBvulhwX7QPBCpNhf3gNGjW3/kNxiAocVMgBTV2T2OEkDKhZ3AJIRXP5YKyYBIMB/mwoNWLQcHQmdDl0gPV8uN5eGeHjauZJODrLmFoV80HApUrD2rimGKBSjCFw3zXLApUhHgBOlNFCKlYmgumxdNg2PcrX659BwqGvQeY/Ut9idUn8vHmdj5QySKwvJMFHaqXHsg8HXPYoCaOgZ7L37gvmKtBiU+AaI52U2eEkFtBoYoQUnF0Haals2DcvYUvV68DdfhsIKD0ob/fnSpA/18ywa6pGUXgy05h6FLT+wOVrqYWDkbOP8/VxYB6MMVNg2gKc1NnhJBbRaGKEFIxGIP81Ycwbt/IlfXI6igYMQcsKLTUl/j+TAFe/V8GtGsSlSQASzuE4aFa5vLuuNLp+SlQ940Cs6dxdTG4KZQWkyAYA93UGSHk76BQRQgpf4xBXrUY8k/fcWXdEoWCd+eChYaX+hKbzql4ZWsGXNcEKlEAlrQLxWN1vD9QaTl/Qk0cAzj5G++lsLtgaj4eguT9Z+EIqWooVBFCyp1x/TLIP3zD1fTgMBS8OwcsvPT7g7ZeUPHSFiuc10xlEQAsfCAUPev7lXO3lU+zHYSaNAFw5XF1KeIBmGJHQBC9f60tQqqivx2qcnNzYbPZwBgrtq1WrVq31RQhxHsZ/7saprVLuRoLCII6Yg5YVM1Sj99xyY7nNmfArvH1D+8PwbMNvD9QudJ3w35wGqDbubqhWjfIMW9DEEqfd0gI8Uy3FKpUVcXMmTOxbNkyZGRk3HS/krYRQnyXYet/YPp6AVdjZn8UDJ8NvWa9Uo/fk+bAMz9aUaDxv6zNaROMlxqV/pSgp3Nd3gp78iyA8YnRUKsn5Aav0WBkQrzcLYWqoUOH4uuvv0b37t3Rpk0bhISEVFRfhBAvY9j1M0xfzOFqTFYK16Gq26jU4/dbHXhqUzpyXXygmtYqGP+MCSjXXt3Bef57OI5+BID/+Yz1+sBY9zkKVIT4gFsKVRs2bECfPn0wb968iuqHEOKFpMSdMC2eBuGa2wGY0Qj1nanQGzYr9fgTeQIG/G5FloMPHOPuCsLAWO8OVIwxOM+shPPkF9dtESA3GgBjzcfc0RYhpALcUqgSBAFxcTR3ihBylXR4H5SPJkDQrl7SYqIIdcBEaLH3lHr8iSwXBhxUkHHtXekAhsUFYmicdy8pwBiD88RncJ5dw28QJJiaDIMhuqN7GiOEVIhbGlPzyCOPYOvWrRXUCiHE24gnj0CZNxqC01FUY4IAe7/R0O66v9Tjz+S40GNjOjKc/KWvN2MDMOZObw9UGhxH5hUPVKIMU/PxFKgI8UG3FKqGDh2KU6dO4e2338aePXtw6dIlpKWlFftDCPF9YsopmGePgKAWcHX7y4PhatOl1OMv5GnosTEdKXn8TduvxfhjSssgr77HiOkO2A8mwHWRX/gUkh+UuGkwhLd2T2OEkAp1S5f/WrZsCQA4cOAAvvrqq5vuR0//EeLbhLSLUGYNh5CXzdXtz7wOV8fHSz0+rUDDExvTcTqHD1QvNPTDzHuDvTtQuQqgHpgCPXMvv8EYDCV+KqTAhu5pjBBS4W4pVI0YMcKrP+wIIbdPsFlhnjkUoi2dqzsefQHO7s+VerzNruPJTVYcy3Jx9afqmfHhfSEQvfgzhjlzoO4fBz37CFcXTBFQ4qdD9Kc1/AjxZbcUqkaNGlVRfRBCvEFuNpRZwyGmXeDKjs5PwPH0q6UenuPU8fSP6TiY4eTq7cNc+LhdKCTRewOVbs+AmjgaLO80Vxf8akCJT4CoRLqnMUJIpaExNYSQsrEXwDx3JKSUk1zZ2aYLHC++DZRyhqnAxfDcZiv2pPGBqnMNEybXyYfRmwNVwSWoiaPACi5ydTHgDijx0yDItKYfIVVBiaHq66+/BgA8++yzEASh6OvSPPdc6ZcACCFexOmA8uF4SCeSubIrvg3sr44ExJKfeXFoDH1+tmL7JQdXvy9KxrJOYTh/KrPcW64set4ZqPtGgzmsXF0MbgYlbhIEg/evBE8IKZsSQ9WAAQMgCAKeeuopyLKMAQMGlPqCgiBQqCLEl+gaTJ8kwHDwd66sxcRBHTgRMJR8wtulM7y2LQM/nudn3d0dbsTKBy3wM9zSQ8geRcs+BnX/WMDJ37AvWVrC1GwMBElxU2eEEHco8dNw//79AABZlrmvCSFVBGMwfTkPxt1buLJWpxEK3pkOyKYSD9cZw1u/2rDutMrVY0MNWNM1HIFGLw5UmfuhJk0ENH5JCSmqA0xNhkEQ6e4KQqqaEv/V165du8SvCSG+TV67FMYtG7iaHl0LBcPeA8wlX9ZijGH4b1n4+s98rt4gyIBvu4Uj1OS9gcqVthP2Q9MBnb8/zFCjO+RGAyAIkps6I4S4E/0qRQi5IePG1ZDXL+NqelgECkbMBoJKvvGaMYbxe7Lx2ZE8rl4rQMJ33SyINHtv6HBe3AzHkbkA48fqGOs8A2P9vrTsDCFV2C2HqtTUVCxbtgyJiYnIzs6GrvMfLIIgYP369eXWICGk8hl+3QTTigVcjQUEoWD4bDBLVKnHz0zMwfyDuVwt2ixifbdw1Azw3t/lnOfWwXF8UbG68Y5/Qq7Tyw0dEUI8yS19uiUnJ+PRRx9Ffn4+GjRogOTkZMTExMBms+HixYuoV68eatSoUVG9EkIqgbT/N5g+m8nVmElBwZCZYNXrlHr8/AM5mJGYw9UsJhHfPRSOekHeGagYY3CeXgHnqWXXbREhx7wFY/WH3dIXIcSz3NJNDZMmTYKiKNi1axfWrVsHxhgSEhKQnJyMJUuWwGazYcqUKRXVKyGkgol/HoLy0QQI2tXxMUwyQB00FfodTUo9fumRPIzbwz8JFywLWNvNgpgQY7n3WxkY0+E4/nHxQCUYYGo2igIVIaTILYWq3377Da+88grq1KkD8a91aRhjAICnn34aPXv2xLhx48q/S0JIhRNTTsE8dyQEx9WlD5ggwP76GGix95R6/MoT+Ri608bVAgwC1jwYjjiLXO79Vgama3AcngtXyjp+g2iCqcUkGCLbuqcxQohHuqVQ5XQ6ER0dDQBQlML1V7Kysoq2N2/eHPv27SvH9gghlUGwXoYyeziEPP6ynf2lQXC17ljq8RvOFGDAL5lg19QUCfi6iwUtI700UGkO2A9OgevSZn6DIQDKnQkwWO52T2OEEI91S6GqVq1aSElJAQCYzWZER0dj9+7dRduTk5Ph70+rBxPiVXKzYJ41DGLmdQOSn3gZrs5PlHr4z+dV/HNrBrRrEpVRBJZ1sqBtECGDqAAAIABJREFUtZLXsfJUzJUHdf84aOm/cXVBDoX5rvcgBTd1U2eEEE92S3eNtm3bFt9//z1Gjx4NAOjVqxcWLlxY9BTgypUr8dJLL1VIo4SQCmAvgHnuKIgXz3FlZ6cecDzxSqmH77xsxws/ZcBxzUPAogAsaReGB2t652rizJEFdf9Y6DnHubqgREOJnw7Rr7qbOiOEeLpbClWDBg1C27ZtYbfbYTKZMGbMGNhsNqxbtw6SJKF37950ozoh3sLlgrJgUvF5fi3bw/5S6QOSE9Md6P2jFQXXnqICMP/+EDxRz1zu7VYGXU2DmjgaLJ8PmYJ/ncJAZbK4qTNCiDe4pVBVq1Yt1KpVq+hrk8mEDz/8EB9++GG5N0YIqUCMwfT5LBj285e3XDHxUPuNBsSSF+c8YnOi5yYrsp18oJrZOhgvNPTOWwD0/PNQ940Cs6dydTGoMZS4KRCMQW7qjBDiLbxz0RhCyG2RVy+BcftGrqbVvgPqoKmlzvM7nePCkxvTkWHnF/4dd1cQXm8aUO69VgYt5wTUxDGAk396UQyNh9J8AgSDd555I4RUrjKFqp9++gn+/v649957AQB5eXkYMWJEsf1q1aqFkSNHlm+HhJByZfxxLeTvV3A1PTwa6tD3AL+SQ9HFfA1PbEzHxXw+UA1qFoAhLbw0UNkOQU0aD7j4kTpSxH0wxY6EIHrn04uEkMpXaqj65Zdf0KtXL3z55ZdFNbvdjhUrVkBRFEjS1csE+fn5uP/++9G2La3dQognknZvhbx8PldjgcEoGD4LLKTk+4WsqoYnN6bjdI7G1f/R2B8T7wnyypl3Luse2A9MAXQ7VzdEPwg55h0IpVwGJYSQa5W6pMLy5cvRtGlTPProo8W2ffPNN0hJSSn6ExMTg+XLl1dIo4SQ2yMeSYSyeBoEdvU+qKLxM9G1SjgSyHboePpHK47YXFy9V30zZrcJ9s5AdXkb7EkTiweqWk9CbjKYAhUh5JaVGqp+++03PPxw2cYwPPbYY9i1a9dtN0UIKV/iuZMwfzAGgstZVGOiCPXNSdDrx5R4bIGL4dnNVuxLd3L1h2spWNg2FKIXBirnhf+D/VACwPiQaKzXB3KDfhCEW1rCjxBCAJTh8t+lS5dQpw4/RFWWZfTs2RNRUfy0+ho1auDSpUvl2yEh5LYI1lQoc0ZAyOfvGbL/Yzi0Fq1LPNahMby8xYodlx1cvV01Ez7vEAaj6H2BynFmNZwnPitWlxsNgLHm427oiBDiK0oNVUajEXY7f3o8ICAAn31W/EPJ6XRy91gRQtwsLwfK7BHFVku3P/0qXG1LPgOt6Qz9f8nEphT+3/89EUYs7xwGxeBdgYoxBufJz+E8s4rfIIiQY4bAWK2LexojhPiMUs9x165dG3/88UeZXuyPP/5A7dq1b7spQkg5cDpg/nAspAunubKj8xNwPvpCiYcyxjB0pw1rTxVw9aahBqx+MByBRu+6PMaYBsfR+cUDlWiEqdk4ClSEkHJR6idjt27d8O233+LEiRMl7nf8+HGsXbsWDz30ULk1Rwj5m3QdpiUJkI7s58quu9vC8eJbpa6WPnFPNr44ls/V6gVK+LZrOEJNXhaodCfsh96D68IP/AbJDCVuKgwRbdzTGCHE55T66Thw4EAEBATg0Ucfxbp166Bp/OPUmqZh7dq1ePzxxxEYGIiBAwdWWLOEkLKRVy2GcdcWrqY1bAa1/9hSV0t/PykHHxzM5WrV/UR81y0cUX7edXmfaSrsSZOgpf6P32AMgnLnTEihce5pjBDik0q9p8pisWDVqlV44YUX0LdvX5jNZjRo0AD+/v7Izc3FiRMnUFBQgKioKKxcuRIWC83GIsSdjJv+Dfn/VnI1vVotFLwzrdTV0pceycOkP7K5msUk4ttu4agT6F0DGJgzF2rSeOhZ/GxDwRReOMfPn25VIISUrzJ9St55553YuXMnli5dio0bN+Lo0aPIyclBQEAAmjVrhoceegh9+/ZFSEhIRfdLCCmBtGcb5BUfcTU9OAwFQ98DAoJLPHbNyXwM3cmPaQk0Cvh3VwsahxjLvdeKxByZUBPHQM89ydUFc3Uo8QkQzVE3OZIQQv6+Mv/qGRwcjMGDB2Pw4MEV2Q8h5G8Sjx+E8vFUfnFPxQx1yAywiGolHrvpnIr+2zJx7XhkRQK+6WJBfLh3jWnRCy5BTRwNVnCBq4sBd0CJnwpBDnVTZ4QQX+dd5/MJITckXEqBed5oCM6r60kxSSpc3LNuoxKP3XHJjj5brHBdk6gMAvCvjhbcH13y5UJPo+edgZo4BszOLyEhBsdCaTEJgtE75xMSQrwDhSpCvF22DeY5IyDk8vdC2V8ZBq15qxIPTbI68OxmK9Rrnj8RAHzcLhTdaikV0GzF0bKPQk0cC7hyuLpkaQlTszEQJO/6eQgh3odCFSHezK7CPG8UxFT+UpfjiZfhalfy4p4nslx4apMV2U7G1We3CcbT9f3KvdWKpGXuh5o0EdD4dbWkyPYwNR0GQfSue8IIId6JQhUh3krXoCyeBunEYa7sfKAbHE+8UuKhF/I0PLEpHWmqztXH3hWEf8Z41yUyV9pO2A9NB3R+NqGhRnfIjQZAELxrGQhCiPeiUEWIl5K/+RiGP37haq6md8Hed1iJi3tmqBp6bkrHuVx+zbkBsf4Y2sK7ApXz4mY4jswFGB8OjXWehbH+yxC8cNgzIcR7UagixAsZf1wLeeNqrqbVrAf1rcmA4eaXunKdOp7ZbMURm4urP9/AD1NbBntVCHGe+w6O4x8Xq8sNXoWx9tNu6IgQUtVRqCLEy0j7dkBeft1aVCEWqENmAn43P9Pk0Bj6/JyBPWn8ZbLutRV8eH8IRC8JVIwxOE99Befp5ddtESHHvAVj9ZLvJSOEkIpCoYoQLyKeOgpl4WQI11zuYialcC0qS+RNj9N0hv6/ZOLnC3au3jZaxmftw2AQvSVQ6XAc/xiulPX8BsEAU+wIGCLbuacxQggBhSpCvIaQfgnK+6MgONSiGhNEqAMnQq/T8KbHMcYw/LcsrD3FPxkXZzFieWcLFIOXBCrdBceR9+G69BO/QTTB1Hw8DJa73dMYIYT8hUIVId4gPxfK+6MgZmVwZftLg6DF3VviodP35WDp0Tyu1iDIgDUPWhAklzpT3SMwzQH7oenQ0n/jNxgCoMRNhhTc1D2NEULINShUEeLpXC4oCyZBSjnFlR0P94arc48SD/04ORez9vOLYVb3E7G2mwURZu9YaoC58qAmTYJuS+LqghxaOBg5oJ6bOiOEEB6FKkI8GWMwffUBDAd/58que9rB8czrJR66+kQ+Ru7K4mqhJgFru4WjdoB3/NNnDhvU/eOg5xzn6oISXRio/Kq7qTNCCCnOOz5ZCamijP9dBeOWDVxNq98E6utjAPHml+42p6h445dMruZnELD6wXDEhHjH6uK6mlY4GDn/HFcX/OtCiZ8G0WRxU2eEEHJjFKoI8VDSnl8gr+TXYdLDo6C+Mw2Qbz7oeHeqHX22ZHADko0isKxTGO6JkCuq3XKl55+Hum8UmD2Vq4tBMVDipkAwBrqpM0IIuTkKVYR4IPHUESiLp0JgV5MRM/tDHTwDLDjspscdsTnxzI9W5F+TqAQAi9qGonMN7xgorOWcgJo4BnDauLoYeieU5uMhGMxu6owQQkpGoYoQDyNYU6G8PxqC4+qaUkwUob45CXrNm9+UfS7XhZ4b02Fz8AOSZ7T2ngHJmu0g1KQJgIt/WlGKuB+m2HchiN5xpo0QUjW59XnqX3/9Fc8++yyaNGmCkJAQLF/Or5DMGENCQgJiYmIQHR2N7t274/BhfniszWZDv379ULt2bdSuXRv9+vWDzcb/hnvo0CE88sgjiI6ORpMmTTBz5kwwxv8fz7p169C6dWtERkaidevW2LCBv4+lLL0QctvUfCjzbrB0wstDoDW756aHWVUNPTdZcSGfn4E3PC4Qrzf1jnl+LuuewjNU1wUqQ7WuMMWOpkBFCPF4bg1VeXl5aNq0KWbMmAGzufgp/Q8++AALFizAzJkz8fPPPyMiIgJPPvkkcnKuPiL+6quvIikpCWvWrMGaNWuQlJSE11+/+lRUdnY2nnzySURGRuLnn3/GjBkzMH/+fHz00dUxH7t378Y//vEP9OrVC7/88gt69eqFV155BXv27LmlXgi5LboGZdFUSGdPcGXHw73h6vDoTQ/Ldep45kcrjmfx8/z6NvbD6Du9494jJX8v7EkTAZ1f8d1QqyfkmMEQRO9Y/oEQUrW5NVR17doV48ePR48ePSBe9yQTYwyLFi3CO++8gx49eqBp06ZYtGgRcnNzsWbNGgDA0aNHsXnzZsybNw+tWrVCq1at8P7772Pjxo04frzwEezVq1ejoKAAixYtQtOmTdGjRw8MGjQICxcuLDpbtWjRIrRt2xbDhg1D48aNMWzYMDzwwANYtGhRmXsh5HbJKxfDkLiDq7nuuh+OZ/rd9Jgr8/z+SOfn+fWoq2D2vSFeMSDZef4HhFq/ABgfCo31X4bc4DWv+BkIIQRwc6gqyZkzZ3D58mV06tSpqGY2m3Hfffdh165dAArPMAUEBKB169ZF+9x7773w9/fn9mnTpg13Jqxz5864ePEizpw5AwD4/fffue9zZZ8rr1GWXgi5HYYtGyD/dxVX0+o0hNp/LHCTszQ6Yxiwvfg8v3bVTPikXRgkL5jn5zizCo6jH0IAfzlebjQAct3nKFARQryKx96ofvnyZQBAREQEV4+IiMDFixcBAKmpqbBYLNwHryAICA8PR2pqatE+1atXL/YaV7bVrVsXly9fvuH3ufIaZenlRq6cLStvFfW6pLjKeK8DTh1GgxXzuJojMATHerwG59mUGx7DGDDnpBFrLvJrTsX465hcJxNnT2be8DiPwRgCs9YjMGczX4YIW9iLKChoAtDf8wpFnyOVh97rylMR73XDhjefrXo9jw1VvuBW/kOU1fHjxyvkdUlxlfFeC5fOwe+7JRDY1RvMmazANew91K3b6KbHzdmfg5UXs7la/UAJG7pHe/z4GcY0OI5+BNd1gQqiDKXZGNQMb33jA0m5oc+RykPvdeXxhPfaYy//RUVFAQDS0tK4elpaGiIjIwEAkZGRsFqt3JN8jDGkp6dz+9zoNa5su/K9Svo+ZemFkFuWlwPz+6Mh5PEPO6ivj4FeQqD619E8TNnLB6pos4i13cI9P1DpTtgPzYTrwv9xdV1QoMRNhYECFSHEi3lsqKpTpw6ioqKwZcuWopqqqti5c2fRPVStWrVCbm4udu/eXbTP7t27kZeXx+2zc+dOqKpatM+WLVtQrVo11KlTBwDQsmVL7vtc2efKa5SlF0JuicsF5aMJEC/xI1jsvV6Ddk/bmx624UwBBu/klwwJlgX8u2s46gZ69olnpqmwJ02ClrqN32AMhjXyLUihLdzTGCGElBO3hqrc3FwkJSUhKSkJuq4jJSUFSUlJOHfuHARBwBtvvIEPPvgA69evR3JyMgYMGAB/f388/fTTAIDGjRujS5cuGDx4MHbv3o3du3dj8ODB6NatW9EpwKeffhpmsxkDBgxAcnIy1q9fj3nz5mHAgAFF92L1798f27Ztw/vvv49jx45h7ty5+OWXX/DGG28AQJl6IaTMGIPpqw9hSN7LlZ33d4Oz+/M3PWz7JTte/V8G9Gvu6VYk4JsuFsSGefY8P+bMhZo4GlrGHq4umMJhvms2nHJtN3VGCCHlx62/2u7btw+PPfZY0dcJCQlISEjAc889h0WLFmHQoEEoKCjA8OHDYbPZcPfdd2Pt2rUIDLy69s6nn36KESNG4KmnngIAPPzww3jvvfeKtgcHB+Pbb7/FsGHD0LFjR4SEhGDgwIF48803i/Zp3bo1li5diqlTp2L69OmoV68eli5dinvuubrYYll6IaQsjJu/hXHLeq6mNWwGe9+hwE2edjuY4cTzm62wa1drkgB83iEMbaJuPgfQEzBHJtTEMdBzT3J1wVwDSvx0iOYoAHQjLyHE+wk2m42VvhvxFJ5wI15VURHvtXRwD5Q5IyDoV29M18OjkT/hYyAo5IbHnM11oet/0nCpgF8t/aMHQvBiQ/9y7a+86QWXoSaOAiu4wNXFgDugxE+DIBf+zPT3unLR+1156L2uPJ7wXnv2TRiE+BDh4lkoCyZwgYopflAHT79poLKqGp7aZC0WqCbeHeT5gSrvLNTE0WD2dK4uBsdCaTEJgtE7xucQQkhZUagipDLk5cA8bwyE/Ktz7ZggQH1jHPSa9W98iFNH783Fx8/0b+qPQc09O5Bo2ceg7h8LOPmnFKWwe2BqPhaCpLipM0IIqTgUqgipaJoLyoKJxZ70czzzOrT4Njc8xKUz9N2agT1p/PiZnvXMmN4q2KNXGtcy90NNmghoBVxdimwPU9NhEETPvqmeEEL+LgpVhFQw+euFMBz6g6s5H+gG58O9b7g/Ywzv7LBhUwo/fqZ9NRMWtQ2F6MGBypW2E/ZD0wGdD4OGGt0hNxoAQfDsdbQIIeR2UKgipAIZtv4H8o9ruZrWIBb2V27+pN/0fTn46ng+V2seZsSyTmEwSR4cqC79BPvhOQDj7/8y1ukNY/1XPPrsGiGElAcKVYRUEPFoEkxf8jP9dEsU1LenAEb5hsd8fiQPs/bzK6zXDpCw5kELgmSPXasXzpT1cBxbWKxuvOOfkOv0ckNHhBBS+ShUEVIBhPRLUOaPh6BdvcmcyQrUQVPBgsNueMwPZwsw9Dd+tfQwk4i1XS2I8vPMy2aMMThPr4Dz1LLrtgiQG78NY42H3dIXIYS4A4UqQsqbvQDKB2Mg5vABSe03CnqdG6+hsjvVjn9uzeRWSzdLAlZ2saBBsGfe2M2YDsefS+A69y2/QTDAFDsChsh27mmMEELchEIVIeWJMShLZkA6e4IrO554GVrL9jc85M8sJ57dnIEC7WqiEgVgaYdQtIy88WVCd2O6BseReXBd+pHfIJpgaj4OBss9Nz6QEEJ8GIUqQsqRcf0yGH7/H1dz3d0Wjh4v33D/1ILCxT0z7PzN3e+3CcHDtc0V1uftYJoD9kMzoKXv4DcY/KG0mAwpJNY9jRFCiJtRqCKknEh7t8O0dilX02rWh9pvFCAWv8n8yuKeZ3I1rj4iPhAvN/bM1dKZKx/qgcnQMxO5uiCHwhQ3DVLgjRcyJYSQqoBCFSHlQEw5BWXxNK7GAoOhvjMNUPyK7e/SGf6xNQP70vn1nF5o6IdR8Z45pJs5s6HuHwc9+yhXF5RIKPEJEP1quKkzQgjxDBSqCLldudlQPhgDQb26gjgTRagDJ4JFVCu2O2MMw3basPG6xT071zBh3n0hHrmek25PL5zjl3eWqwt+taHcOR2iKdxNnRFCiOegUEXI7dBcUBZOhph6gSs7XngLWpM7b3jI3KRcfHGs+OKeX3QMg1H0wECVfwFq4igw9TJXFwMbQYmbAkEOdlNnhBDiWShUEXIb5FWfwHBoD1dztnsEzs5P3HD/r//Mx5S9/JDhmv4SVj9oQaDR8xb31HNPQk0cA+bI5OpiSByUFhMgGIpf2iSEkKqKQhUhf5Nhx4+Q/7uKq2kNYmHv884NR9BsOa/ire18OAmWBfy7qwXRHri4p5aVDHX/eMCVy9Wl8DYwxY6CIHnmcg+EEOIuFKoI+RvE08dgWjqLq+kh4VDfmnzDETRJVgf6bMmA65rFPWURWNHZgsYhnre4p8v6B+wHJgM6f9+XIboL5JjBEETPC4GEEOJuFKoIuVXZNigfjoPgdBSVmNEI9e0pYCGWYrufy3XhmR+tyHEyrr64XSjujzZVeLu3ypX6C+yHZgLMxdUNNXtAbvg6BMHzLlMSQognoFBFyK3QXFAWToJo5W/atr88BPodTYrtbrPr6PWjFZcK+MU9p7YMwpP1PO9+JOeF/8Jx5EMAfL/Gei/CWPcFj3wykRBCPAWFKkJugfzNxzAc3sfVHF2ehKtt8cHBdo3hxZ+tOGLjz/j0b+qPgbEBFdrn3+E8uwaOPz8tVpcb9oex1o1vvCeEEHIVhSpCysjw6ybIm9ZwNa1xHBzPDSy2L2MMb23PxPZLDq7+eB0F01oGe9QZH8YYnCf/BeeZb/gNggg5ZgiM1bq4pzFCCPEyFKoIKQPx9DGYPp/N1fSwSKhvTgQMxf8ZTdubg1UnC7ha60gZi9uFQfKgtagY0+A4ugCuCz/wG0QjTLGjYYho457GCCHEC1GoIqQ0uVlQ5t/oxvTJYEGhxXb/19E8zE7K4Wp3BElY0TkMZoMHBSrdCXvyLGip2/gNkhlKi4mQQuPc0xghhHgpClWElETXoCycAjH9uhvTXxkGvV5Msd1/TFExZKeNq4UrItY8GA6L4jnLEDBNhf3AZGgZe/kNxiAocVMgBTV2T2OEEOLFKFQRUgJ5zWfFVkx3dHkSrge6Fds3yepA3y0Z0K5ZOcEsCfimiwX1gjznnxpz5vw1GPkIVxdM4YWDkf1ruakzQgjxbp7zSU+Ihwk+/Afk71dwNa1RczieG1Bs3/N5GnpvtiL3mtU9BQBL2ofingjPWXlct1sLx87knebqgl+NwkClRLqnMUII8QEUqgi5AeH8adTZ8DlX00MsUAdOBAz8CujZDh3P/JiOi/n82k4JrYPxaB1zRbdaZnrBRaj7RoOpF7m6GNgAStxUCHKImzojhBDfQKGKkOsV5ME8fxxEx9URLUwyQH1rcrEV0506Q9+tGTiUWXwtqv5NPWctKj33NNTE0WCODK4uhjSH0mIiBIO/mzojhBDfQaGKkGsxBuXTmRAvnuPK9hffgt4g9rpdGYbvtOGn8/x8vEdqF65F5Sm0rCNQ94+9wWDk1jDFjoYged6oHEII8UYUqgi5hvGHb2DYwy8x4HzgIbg6Pl5s3/kHc/HFsXyudme4EUvahXrMWlRaxl6oByYDmsrVpahOMDUZAkGkjwBCCCkv9IlKyF+k5L2QVy/halqdhrC/PBi4bgX0dacLMH5PNlerFSDhm84W+Bs9Y+CwK3X7X4ORnVzdUOMxyI3eoMHIhBBSzihUEQJAsKbCtHAyBHb1ZnOX4gf7W5MBmb88tifNgde38fcmBckCVj9oQZSfZ6xF5bywCY4j81BsMHLd52Cs18ejxuQQQoivoFBFiNMBZcEEiDlXF+1kgoDTT76G6Ihq3K5nclx4brMVqna1ZhCALzuGISaEfyrQXZxn18Lx5yfF6nKDfjDW7umGjgghpGqgUEWqPPnrhZBOHOZqjif7IueOZoi+pmaz6+i92Yo0lT/7M/e+EHSorlRCpyVjjMF5ahmcp1dct0WEHPMOjNW7uqUvQgipKuimClKlGX7dBPmn77iaK+5eOB97kas5dYZXtmbgiI1fOmFIiwD0aeT+5QgY0+E4vqh4oBKMMDUfQ4GKEEIqAZ2pIlWWeO4kTF/M4Wp6RDWor48BxKu/bzDGMHSnDVsv8EsnPFnXjLF3BVVKryVhugv2w3OhXf6Z3yApUJpPgBR2p3saI4SQKoZCFamaCvKgzB8P4doFPo0y1LcmA/6B3K7zD+biy+uWTmgZYcTCtqEQ3XzDN9PssB+aDi19F7/BEAAlbiqk4OJDnwkhhFQMClWk6rmywOflFK5s7zMYep2GXG396QJMuG7phDoBElZ0tsBscHOgcuVBTZoE3ZbE1QU5DEr8dIgBdd3TGCGEVFEUqkiVY/zvquILfLbvDle7h7naoRwRbxzMBLumFiQLWPWgBRFm9y6dwBw2qPvHQc85ztUFpRqUO6dDNFe7yZGEEEIqCoUqUqWIx5Igr1rM1bQ6jWB/8W2udi7XhaHJJhRoVyOVQQCWdQxDYzcvnaCraVATR4Hl82faBP+6UOKnQTRZbnIkIYSQikShilQZQlYGlAWTIOhXl0RgfgFQ35rELfCZ4yxcOsHq5C/vzb0vBO3dvHSCnneucDCyPY2ri0ExUOKmQDAG3uRIQgghFY1CFakadA2mj6dCtFm5svr6aLBrFvjUdIZXt2YgOZNfOmFQM/cvnaDlHIeaOBZwZnF1MfQuKM3HQTCY3dQZIYQQgEIVqSLk7/4FQ/Jerubo/jy0+Pu42tjfs7AxhV864bE6Cibc496lE7TMA1CTJgAa/xSiFPEATLEjIIiymzojhBByBYUq4vOk/bsgr/uSq2kxcXA89Q+utvRIHhYl53G1eIsRH7t56QRX+i7YD04DdAdXN1TrBrnx2xBEz5g3SAghVR2FKuLTBOtlKIuncTU9OAzqG+MB6epf/y3nVQz/zcbtFynr+LqLBf5G9w0ecF3aAvvh2QDTuLqx9lMw3vEqDUYmhBAPQqGK+C6Xs/DG9Lyr60wxQYQ6YDxYyNUn5I7ZnHh5awauedAPfgYBc5vaUc3PfWeBnCn/gePYAoBb1AEw1n8Fxjq9KVARQoiHoVBFfJa8egmkE8lczdHrVegx8UVfW1UNvTdbke24GlwEAEvahaKRg78UWFkYY3Ce+QbOk/+6bosAufGbMNbo7pa+CCGElIwGKhOfJO3dDvm/q7iaK+5eOB9+tuhrh8bw0s8ZOJXDX1qbdE8Qutdxz5N0jDE4/vy0eKASJJhi36VARQghHozOVBGfI6RdhLIkgavpYZFQ+40qGpTMGMPgnTbsuMzf/P1iQz+81Syg0nq9FtM1OI5+ANfFTfwG0QRT87EwWFq6pS9CCCFlQ6GK+BanA8qCiRDyr166Y5IEdeAEICC4qDb/YC6WH+eXJ7g/WsbcNiFuuVeJ6Q7YD82ElvYrv8HgD6XFJEghzSq9J0IIIbeGQhXxKfLKjyGdOsrVHM/0h94gtujr788UH5JcL1DCso5hkCU3BCpXAdQDk6Fn7uM3GEOgxE+DFHhHpfdECCHk1lGoIj5D+v1/kH9cy9Vcdz0AZ7eni75OsjrQb1vxIckru1gQplT+k37MmVM4GDn7CFcXTJGFg5H9alZ6T4QQQv4xVWzcAAAgAElEQVQeClXEJwipF6AsfY+r6eHRUF99F/jrct7lfA3P/5SBPNfVSCUJwJcdw9DIDUOSdbsVauIYsLzTXF3wqwUlfjpEJaLSeyKEEPL3Uagi3s/lhLJw8nX3URmgDpwI+BcOGC5wMTz/kxUpefyTfu/dG4wObhiSrBdchLpvNJh6kauLgQ0LByPLIZXeEyGEkNtDoYp4PXnlYkin+Mtnjt6vQ68fA6DwSb83t2fij3Qnt0+/Jv74Z0zlP+mn556GmjgazJHB1cWQ5lBaTIRgcO/gZkIIIX8PhSri1aS92yFvWsPVXHfdD2fXq/dRvbc/B/8+VcDt07mGCdNbBaOyaVlHoO4fB7hyuLpkaQ1Ts9EQJFOl90QIIaR8UKgiXktIvwRlyQyupluioP7z6n1U350qQMI+PsA0DjZgaYcwGMTKfdJPy9gL9cBkQFO5uhTVEaYmQyGI9M+REEK8GX2KE+/kckFZNAVCfm5RiUkS1AHjgYAgAEBiugNv/JLJHRZmEvFNFwuC5codJuBK3Q77oZkA4y9BGmo8CrnRAAgCDTcghBBvR6GKeCX5288h/XmIqzmefq1oParL+Rpe+CkDBddMSTaKwLJOYagXVLl/7Z0XNsFxZB4Anasb6z4HY70+NBiZEEJ8BIUq4nWkg3tg/H4FV3PF3QvnQ88AAFQXw4s/W3E+n3/Sb06bENwfXbn3LDnProXjz0+K1eUG/WCs3bNSeyGEEFKxKFQRryLYrDAtngaBXT0DpYeEQ31tJCCKYIxh0I5M/J7GX2Z7o6k/+jSqvKfqGGNwnvoSztNfX7dFhBzzDozVu1ZaL4QQQioHhSriPXQdpk8SIGZfvU+KCSLUN8YCgYXrOs0/mIuVJ4o/6TelZeU96ceYDsexhXCd/w+/QTDC1GwkDBH3V1ovhBBCKg+FKuI1jD98DcOhPVzN2eMl6DHxAICN59RiM/0aBhvwWfvKe9KP6S7YD8+BdnkLv0FSoDSfACnszkrpgxBCSOWjUEW8gvjnIcj//oyraTFxcPToAwA4anPitf9lcDP9gmUBX3cOQ4ipcp6sY5od9oPToFl38xsMgVDip0IKalwpfRBCCHEPClXE8+XlQFk0GYJ+9ek5FhAE9fWxgCjBZtfx3GYrsp1XI5UoAF90CEOD4MqZ6cdceVD3T4CedZCrC7IFSvw0iAF1K6UPQggh7kOhing2xmD611yI6Ze5svraKLCwCLh0hr5bM3Ayh3/Sb1rLYHSsUTkz/ZjDBjVxDPTcE1xdMFeDEp8A0RxdKX0QQghxLwpVxKMZtv0A4y7+/iRH16ehxbcBAIz7PQtbLti57S829EP/ppXzpJ+upkJNHAWWf56rC/51C89QmSyV0gchhBD3o1BFPJZw4QxMX83nalrtBnA80w8A8NXxPCxKzuO2t46UMadNSKUsqKnnnSsMVPZ0ri4GNYESNxmCMbDCeyCEEOI5KFQRz+SwF95H5bg6J4/JSuEYGqOM3al2DNlh4w6p4SdhWacwmKSKD1Ra9nGo+8cCziyuLoXdDVPzcRCkyrn0SAghxHNQqCIeSV71CaSz/D1K9pfeBqtWGxfyNLz0cwYc10x9MUsClncOQ6RZqvDetMwkqEkTAS2fq0uR7WBqOhyCWDk3xxNCCPEsFKqIx5H2/wb5x39zNWfrjnC1fbhoBM3lAn6O3oIHQhAfLld4b670XbAfnAboDq5uqP4w5MZvQhAqPtQRQgjxTBSqiEcRsjJg+nQmV9PDo2F/eQgYgEE7MrE3nR9BM6RFAHrW96vw3lyXtsB+eDbA+CcNjbWfgfGOvjQYmRBCqjgKVcRz6DpMS2bwY2hEEeob4wD/QCw4mFNsBE23miaMuTOowltzpmyA49hCgFteFDDe8Q/IdZ6p8O9PCCHE81GoIh7DuHktDAf41cgdPV6G3iAWW86rGH+DETSftA+DVIEjaBhjcJ7+Gs5TX163RYDc+C0YazxSYd+bEEKId6mc+R1/U0JCAkJCQrg/jRo1KtrOGENCQgJiYmIQHR2N7t274/Dhw9xr2Gw29OvXD7Vr10bt2rXRr18/2Gz8U2OHDh3CI488gujoaDRp0gQzZ84EY/wZiXXr1qF169aIjIxE69atsWHDhor7wasg8eyfkFcu5mpao+ZwPvYCTue48I//ZUC/5j9JkCxgRecwBMsV+FeYMTj+XFI8UAkSTLEjKVARQgjheHSoAoCGDRvi6NGjRX927NhRtO2DDz7AggX/3969x8d05n8A/5y5TxLJ5DaJyEVE5EakEQm67lW1VlNFadW2CVulukW1lChFXftzJ1QEVX6qqa3ob2m3K0tKCNu6lCKlSa1LEiFIZDLJzPn9YU0ccYmYyfXzfr3yx3zPc87zzZPZ7tc5z3meFZg3bx52794Nd3d39O/fHzdv3rS0GTFiBI4dO4aUlBSkpKTg2LFjGDlypOX4jRs30L9/f+j1euzevRtz587FsmXLsHz5ckubzMxMxMfHY9CgQUhPT8egQYPw+uuv4/Bh6ea+VE3GUqgTZ0Eor5grJdrZwzByCm6JMry6+yqulVZUVAKAtV1dEGjDLWhEswm6a5tRfn6b9IBMDXX4dCg8utqsbyIiqp/q/OM/hUIBDw+PSnFRFJGYmIixY8ciNjYWAJCYmIjAwECkpKQgLi4Op0+fxvfff49du3YhOjoaALBo0SL06dMHWVlZCAwMxJdffomSkhIkJiZCq9UiNDQUZ86cwcqVKzFmzBgIgoDExER07twZEyZMAAAEBQUhPT0diYmJWLt2baXc6PGotiRCfjFbEit9bTzMrh54e881/HxVOjF9ajtH9PK23TpQotmI0hPzYFd8QHpAYQ9N+EeQ61rbrG8iIqq/6vydquzsbAQHByM8PBzx8fHIzs4GAOTk5CA3Nxc9evSwtNVqtejUqRMOHjwI4PYdJgcHB8TExFjadOjQAfb29pI2HTt2hFartbTp2bMnLl26hJycHADAoUOHJP3caXPnGlR98qMHoPrn15JY2R96o7xDTyw/UYSvfpNOTI9trsG4Ng42y0csL4Hh6Icw5e+THlDqoHlqPgsqIiJ6oDp9pyoqKgorV65EYGAgrly5ggULFuDZZ5/FgQMHkJt7e4Ndd3d3yTnu7u64dOkSACAvLw+urq6SV90FQYCbmxvy8vIsbby8vCpd486x5s2bIzc397793LnGg2RlZVXjt340W123pimKbyD4048lsVKdO051/BMyDp3FtJ/VuP2w77YWdmaMb3oVv/561Sb5CKZiuF5ZBZUxWxIvlzujwHUMTJfNwOWGMfZ1UUP5XtcXHO+aw7GuObYY68DAwCq3rdNFVa9evSSfo6KiEBERgc2bN6N9+/a1lFXVPc4foqruPLas90QRmsWToSiumP8mymQwvT0dSs8gfJiaDzMqFvh0UglI6dMULRxt85U1lxbAcOQTiMYcSVyw80GTiNlw0rg/4Eyyhgbzva4nON41h2Ndc+rCWNf5x393c3BwQHBwMM6dO2eZZ5Wfny9pk5+fD71eDwDQ6/UoKCiQvMkniiKuXLkiaXO/a9w5BgAeHh4P7Ycen2J3KhRHMiQxY+xrKG4eimG7r+JqaUVBdWdius0KqlsXYfj3uxCLpQWVUekLbeQnkLGgIiKiKqhXRZXBYEBWVhY8PDzg5+cHDw8PpKWlSY5nZGRY5lBFR0ejqKgImZkVax9lZmaiuLhY0iYjIwMGQ8XGvWlpaWjatCn8/PwAAO3bt5f0c6fN3XO1qOqEizlQb1kpiZlatobxT0PxbkYhjhZIJ6YnRDriGRtNTDcXnYPhx3chGi5L4jJdWxTo34agcrJJv0RE1PDU6aIqISEBP/zwA7Kzs3H48GG89tpruHXrFl5++WUIgoBRo0ZhyZIlSE1NxcmTJzF69GjY29tj4MCBAG6/pffMM89g3LhxyMzMRGZmJsaNG4fevXtbbhEOHDgQWq0Wo0ePxsmTJ5GamorFixdj9OjRlrlYb775Jvbu3YtFixbhzJkzWLhwIdLT0zFq1KhaG5t6q7wMmlUfQzCWWkKixg6GkZOx7tdSbP5VuklxX18NxofbZmK66fpJlPz4PkTjNUlc7tYRmrYzIcps94YhERE1PHV6TtXFixcxYsQIFBQUwM3NDVFRUfjHP/4BX19fAMA777yDkpISvPfeeygsLES7du2wbds2NGnSxHKNpKQkvP/++xgwYAAAoE+fPpg/f77luJOTE/72t79hwoQJ6N69O3Q6Hd566y2MGTPG0iYmJgbJycmYNWsWZs+eDX9/fyQnJyMqKqqGRqLhUH29AfKcM5JY6bB3kAk3TDwofcTa0lGBxM7ONtlTr7zgMEqPzwTMpZK4wvMZqILHQZBxY2QiIno8QmFhofjoZlRX1IWJeNUlO3Mc2tnvQBAr5kuVRXfH+bgp6LojH5duVcTtFQL+2c8dwTrrL/BZnpeO0hPzALFcEld4x0IVOBKCcPsGbn0e6/qGY12zON41h2Ndc+rCWNfpO1XUgJTcgubT2ZKCyuzshlvDxiJ+zzVJQQUAKzs726SgKruwE8bTywBI+1P6D4Oy+Ss2uStGRESNA4sqqhHqzcshy78kiZWOmISZZ4AfLhsl8XdaOyC2uRbWZsz5EmVnK6+Arwp8E0qfF6zeHxERNS4sqsjm5P9Oh3Lv3yUxY68B2N4kDIsPSRfy7OypwtR2jlbtXxRFlJ1dh7Lft0oPCDKogsdD2fQZq/ZHRESNE4sqsimhsACadZ9IYmYvP5zqHY/R30rfumtqJ8Pabi5QyKz3CE4UTTCeXo7yizulB2RKqMMmQ+He0Wp9ERFR48aiimxHFKFe9wmEm9crQnI5Ckd8gFf3FeFGWcU7EgoBWN/NBXqt9d66E81lKD25AKa8vdIDci004dMhd25rtb6IiIhYVJHNKPb+vfKq6S+8jr9e0OPkNelGybOinRDjobZa36LJgNLjs2C6elh6QOkITdtZkDu2slpfREREQB1f/JPqLyH/EtSbl0tippatsaZlLLaclRZUL/prMTLE3mp9i2VFMByZXKmgEtRu0EZ+woKKiIhsgneqyPrMJmg+nQPBUFE8iWoNfhw0Ae8fvClpGuSkwNKndVZbykA0FsJwZArMRWclcUHrBU3EHMi0Hlbph4iI6F4sqsjqlN+mQH7mmCR2beAovHRcA6PZZInZKwRs6OECB6V1bpiaS3JhODoZ4q0LkrjMoQU0ER9DUDlbpR8iIqL7YVFFViX7zzmoUpIksfI20XgVnXC+SLoe1dKndVZb4NNcfB6GIx9ALL0izccpFJrwGRCUttk/kIiI6A7OqSLrKS+D+tM5EMrLLCHRvgkWdxiF7y5IC6o3QuwxoIWdVbo13TiDkh8nVCqo5C6R0ETMZkFFREQ1gneqyGpUqZ9DnpMlif34/Bh8kKWSxNq7KzGrvZNV+jRdOwrDsemASTr5Xa7vDHXoexBkqvufSEREZGUsqsgqZL+dgnLHRknsZlR39L0WDvGuffZc1TKs7+4KlfzJJ6aX52eg9MRswFwmiSu8+kAVNAaCYL01r4iIiB6FRRU9OWMp1J/OhWC+a7NkJxcM9h6GK4UVMQFAUldnNLN/8mKn7NL3MJ5aCIj3bIzs9xKULeK4MTIREdU4FlX0xFR/Ww/5xWxJbH2Xt/BdoXQxz0lPNUH3Zpon7q/s/NcwZq2qFFcGDIfKb9ATX5+IiKg6WFTRE5Fl/Qzlzi2SWHbks3jjZrAk1t1LjQnhTZ6oL1EUUZa9CWW/fX5vFlAFvw2lV58nuj4REdGTYFFF1VdqgGbNXAhixR5+Zc7u6KF7CXdNo0JTOxk+7eIM+RNslCyKZhizPkX5f76WHhAUUIdNhELfudrXJiIisgYWVVRtqi/XQJb7H0lsQpuR+N2stXyWC8Dari5wf4KNkkWzCcZTi1B++XvpAZka6jZToXCNqva1iYiIrIVFFVWL7NQRqP7xlSS2r/VzWCELkcQ+bOeITp7V3yhZNBlRemIOTFekGzND4QBN2xmQO4VW+9pERETWxKKKHl9pCTRJ8yWhYmdP/FEnnSTe20eDt1tXf+FNsfwWDMdnwHztiCQuqJyhbvsx5E1aVPvaRERE1saiih6b6ss1kOVflMRebfkXFCsq3uzztpcj8Q86yKq5tIFYdgOGo1NhvnFaEhc0Hrc3RrbzqtZ1iYiIbIVFFT2W24/9tkliX7V8DjvsK972kwu316Ny0VRvHpW59AoMRyZDLP5dEhfsfKF5ajZkardqXZeIiMiWWFRR1d3nsd9VRw/Ee0of+02JdEQHj+rNozLfunh7Y2RDriQua9IKmrYzIaiss70NERGRtbGooiq732O/Qf4jJI/9unupMbZN9eZRmW6eQ+nRKRCN1yRxma4tNOHTICisswEzERGRLbCooiqRnTpa6bHfOr9nsce54u07vVaG1V2cqzWPylR4AoZjHwLlxZK43K0j1GEfQJBzY2QiIqrbWFTRo5UaoEmWPva77KDHWJ/Bls8CgDVdnKGvxnpU5QWHUXp8JmAulcQVns9AFTwOgowbIxMRUd3HoooeSbUtGbLcC5LY0ADp237vhjdBV6/H39evPHcPSk8uAMRySVzh0x+qln+BIMiqlzQREVENY1FFDyU7exLKb1MksdXNnpE89ot2V2HSU4+/r1/Zhb/DeHoZAFESV/r/GcrmL0Oo5nIMREREtYFFFT1YmRHqpPkQxIqN/C5o3TDRf4jls6NKwJquzlA85r5+xpytKDubXCmuajUaSu/nq58zERFRLWFRRQ+kSt0I+cVsSWxE4HAUKSr29lvayRl+Tar+NRJFEWVnk1H2+5fSA4IM6pAJUHj2eJKUiYiIag2LKrovWU4WlN9sksTWeXbFP1zCLZ//3MoOL/hr7z31gUTRBOPp5Si/uPOezlRQt54MhVuHJ8qZiIioNrGoosrKy6FeOx+CueKx3yW1Du8FDLV8DnJSYG5M1RfiFM1GlJ5cAFNeuvSA3A6a8OmQO4ff/0QiIqJ6gkUVVaLc9QXkOVmS2KjAeBQq7QEAKhmQ1M0FdoqqvZknmgwoPT4Dpqs/3tOREzRtZ0HuGGiVvImIiGoTiyqSEC7/B6qv10tiW/Qd8Y1bO8vnGe2d0MZFWaXriWU3YTg2DebrJ6X9qN2hiZgNmb3PE+dMRERUF7CoogpmMzTrFkAoK7OErigdMLblny2fezVTY2SIfdUuV3oVpUenwFz0myQu2DWDJmIOZBq9dfImIiKqA1hUkYViz/9BfuqoJDY+YBiuqBwBAO4aGVZ0dq7S+lHmksswHJkMsUS6V6DMIQCaiI8hqHTWS5yIiKgOYFFFAADhaj7UX6ySxL51Dsdmj6ctn1d2rto2NObiHBh+mgzRWCCJy5xaQ9P2IwiKqt3pIiIiqk9YVBEgilBvXAyhpGIz4yKZGqOC4oH/3pV6M9QevbwfvQ2N6cYZGI4mAGU3JHG5a3uoW0+BIH/8rWyIiIjqAxZVBPnhPVD8uE8SS2jxEn7XuAMAwpwVmN7u0csnmK4dheHYR4DplvT6+q5Qh06AIKva5HYiIqL6iEVVY1d8E+qNSyWhA44tsbLZswAAtRxY09UFGsXD51GVXzmA0p8/BsxlkriiWV+oWo2GIDz6sSEREVF9xqKqkVN/+Slk169aPhsFOd4I+gvMwu01qKa1c0Ko88PvMJVf/idKf/kf4K49AgFA6fcSlC3iuDEyERE1CiyqGjHZmWNQpu2QxOb7Po+T9t4AgG5earwZ+vBJ5WX/SYXxzMpKcWXAcKj8BlkvWSIiojqORVVjVWaEZt3/SEKntU0xx/d5AIBOJWDlH5whe8BdJlEUUZb9vyj77bN7jghQBf0VymZ9bJE1ERFRncWiqpFS/t//QnYxRxIbFTQcpXIVAGBRJx287O8/D0oURRh/XYPy89ukBwQF1KHvQ+HRxSY5ExER1WUsqhoh4WIOVDs+l8TWenbDXl0IAGBwgBb9/e3ue65oNsF4egnKL30nPSBTQ91mKhSuUTbJmYiIqK5jUdXYmM3QrF8IobziLb1cpSMmBbwMAPC2l2N+h/uvdi6ajSg9MQ+mfOnyC1DYQxM+A3JdmM3SJiIiqutYVDUyih92QX76nq1oWg7DNaUDBACJnZ3hpJJVOk8sL4Hh+EyYr/0oPaDUQRPxMeRNAmyYNRERUd3HoqoxuVkI9RbpVjS7XMLxhb4jAGB0mAM6N1VXOk0suwnD0akw3zgliQtqPTRPzYbMztt2ORMREdUTLKoaEfUXqyEUV2wfc0umwpjAOEAQEKJTYGqkY6VzzKUFMByZArE4WxIX7HygiZgN2X9XXSciImrsWFQ1ErJTR6FM3ymJzfLrj2ytHkoZsKqLc6VV0823LsJwZDJEw2XptZq0hKbtLAiq+8+9IiIiaoxYVDUG5WXQbFgoCZ2wa4ZFPn8EAEyKcERbV5XkuLnot9sFlfGaJC7TtYEmfDoExcMXBSUiImpsWFQ1AsqdWyutSfVWq3iUyRSIdlfhnTYOkmOm67/AcHQqUF4kicvdYqAOmwxBXnneFRERUWPHoqqBE/IuQrV9gySW7NkVP+iCYacQsKqLMxSyisd+pqs/wnDsI8BcKjlH7tED6pDxEGT8yhAREd0P/x+yIRNFqDcugVBmtISuKBwsa1LNiHJEC8eKr0B53g8oPTEXEMsll1F4Pw9V4JsQhMpLLRAREdFtLKoaMPm/f4Di2EFJ7P2AV3BV2QTdvNSID66YF1V2cReMp5YCMEvaK5sPhdL/VQgP2AOQiIiIbmNR1VCVlkC9ebkktNcpGJ95doGjUsCyp3WWzZLLfk+B8dekSpdQBb4Jpc8LNZIuERFRfceiqoFSpX4OWUGu5XM5ZBjT6vaaVHNinODjoIAoiig7tx5lOV9ITxZkUAWPh7LpMzWcNRERUf3FoqoBEi7mQLlTWigt9X4OJ+298ZyPBq+0tIMommA8sxLlF/5PerJMCXXYZCjcO9ZgxkRERPUfi6qG5s7kdFPFZPMLKmfMaP4inNUClnTSAWI5Sk9+AlPeHum5ci00baZB7hJRw0kTERHVfyyqGhhF5r+gOCnd9Pjdlq+iSKFFcgcd9OoylB7/GKaCQ9ITlY7QtJ0JuWNQDWZLRETUcLCoakhKbkG1eYUk9L1za6S4x6B/cy36+5hhODIV5usnJG0EtRs0ER9DZu9Xk9kSERE1KCyqGhBV6meQFV6xfDYKcvw18DW4a+X4pJ0Iw08TYS46KzlH0Hrd3hhZ61nT6RIRETUoLKoaCOHS71B+myKJLfTpizN2XkhpXwbtyQSYb12QHJc5+EPd9mPI1C41mSoREVGDxKKqIRBFqDctl0xOP692wWy/WLzd4io65c6DWHpFcorMKRSa8I8gKJvUdLZEREQNEouqBkB+JAOK45mS2HsBQxHtnIeJwiKIpTek7V3aQd1mKgS5pibTJCIiatBYVNV3xlKoN0lXTv+XLgTnvZ2x1XU+hPISyTG5vjPUoe9DkClrMksiIqIGj0VVPaf89kvI8i9aPpsgYHNEB3zRdBEU5jJJW0XT56AKfhuCIK/pNImIiBo8FlX1mFCQB2Xq55LYN5FtMc13KxQwSeJK34FQBgznxshEREQ2wqKqHlN9sQoyo8HyOS/EDtGtT0MmiJJ2yhZxUDUfXNPpERERNSosquop2ZnjUB7cDQAQARS3kUOMNEMmaSVAFTQGymZ9ayFDIiKixoVFVX1kNkO+6fbK6SKAoigFboXd86cU5FCHvg+FR9eaz4+IiKgRYlFVDykO/BPq7FMQBeBGRwUMgff8GWVqqNtMhcI1qlbyIyIiaoxYVNUzQlkpTP+7GqIMuN5FiVK/e97kU9hDE/4R5LrWtZMgERFRI8Wiqp6x3/c9tLeuoLCnEkavewoqpQ6aiI8hbxJQO8kRERE1YrJHN6G7JSUlITw8HB4eHujatSv2799fc51fuwKvf+9E4bOqSgWVoNZD2+4TFlRERES1hEXVY9i2bRsmTZqEd999F3v37kV0dDQGDRqE8+fP10j/v3+2DCW9RJS53/OOn50PNO3+BzI77xrJg4iIiCpjUfUYVqxYgVdeeQWvvfYagoKCsGDBAnh4eCA5OdnmfV/4+QT0vhkwOd9TUDkEQhu5ADKNu81zICIiogdjUVVFRqMRR44cQY8ePSTxHj164ODBgzbv38VFh/wL/oBYsbBnmUMYtJFzIah0Nu+fiIiIHo4T1auooKAAJpMJ7u7SO0Lu7u7Iy8u77zlZWVnWTaL3BJw9vQ0BdmnIN/ihrFk88n+7+OjzqNqs/jekB+JY1yyOd83hWNccW4x1YGBglduyqLKhx/lDVFUWXoTJvjN89VGQKVRWvz5VyMrKssnfkCrjWNcsjnfN4VjXnLow1iyqqsjV1RVyuRz5+fmSeH5+PvR6fY3m4ujVqUb7IyIiokfjnKoqUqlUiIiIQFpamiSelpaGmJiYWsqKiIiI6greqXoMb731FkaOHIl27dohJiYGycnJuHz5MuLi4mo7NSIiIqplLKoew4svvoirV69iwYIFyM3NRUhICLZu3QpfX9/aTo2IiIhqGYuqxzRixAiMGDGittMgIiKiOoZzqoiIiIisgEUVERERkRWwqCIiIiKyAhZVRERERFbAooqIiIjIClhUEREREVkBiyoiIiIiK2BRRURERGQFLKqIiIiIrIBFFREREZEVsKgiIiIisgIWVURERERWwKKKiIiIyAqEwsJCsbaTICIiIqrveKeKiIiIyApYVBERERFZAYsqIiIiIitgUUVERERkBSyqiIiIiKyARVU9kpSUhPDwcHh4eKBr167Yv39/badUq/bt24chQ4YgJCQEOp0OmzZtkhwXRRFz5sxBcHAwPD090bdvX/zyyy+SNoWFhXjjjTfg6+sLX19fvPHGGygsLJS0OXHiBP74xz/C09MTIaGdX8EAAA5lSURBVCEhmDdvHkRR+tLs9u3bERMTA71ej5iYGOzYseOxc6mrFi5ciO7du8PHxwcBAQEYPHgwTp48KWnDsbaONWvWoFOnTvDx8YGPjw969eqFb7/91nKc42w7CxcuhE6nw3vvvWeJcbytZ86cOdDpdJKfVq1aWY43lLFmUVVPbNu2DZMmTcK7776LvXv3Ijo6GoMGDcL58+drO7VaU1xcjNDQUMydOxdarbbS8SVLlmDFihWYN28edu/eDXd3d/Tv3x83b960tBkxYgSOHTuGlJQUpKSk4NixYxg5cqTl+I0bN9C/f3/o9Xrs3r0bc+fOxbJly7B8+XJLm8zMTMTHx2PQoEFIT0/HoEGD8Prrr+Pw4cOPlUtd9cMPP2D48OH49ttvkZqaCoVCgRdeeAHXrl2ztOFYW4eXlxc++ugj7NmzB2lpaejSpQuGDh2Kn3/+GQDH2VYOHTqE9evXIywsTBLneFtXYGAgTp8+bfm5+8ZAQxlrrlNVT/Ts2RNhYWFYunSpJRYZGYnY2FhMmzatFjOrG5o1a4b58+dj6NChAG7/SyM4OBh/+ctfMGHCBABASUkJAgMDMXPmTMTFxeH06dOIiYnBrl270KFDBwBARkYG+vTpg0OHDiEwMBBr167F9OnTcebMGUvhtmDBAiQnJ+PkyZMQBAFxcXG4du0avv76a0s+sbGxcHNzw9q1a6uUS31SVFQEX19fbNq0CX369OFY21jz5s0xbdo0vP766xxnG7h+/Tq6du2KpUuXYt68eQgNDcWCBQv4vbayOXPmIDU1FRkZGZWONaSx5p2qesBoNOLIkSPo0aOHJN6jRw8cPHiwlrKq23JycpCbmysZM61Wi06dOlnGLDMzEw4ODoiJibG06dChA+zt7SVtOnbsKLkT1rNnT1y6dAk5OTkAbv8r996/Tc+ePS3XqEou9UlRURHMZjN0Oh0AjrWtmEwmfPXVVyguLkZ0dDTH2UbGjh2L2NhYdOnSRRLneFtfdnY2goODER4ejvj4eGRnZwNoWGPNoqoeKCgogMlkgru7uyTu7u6OvLy8WsqqbsvNzQWAh45ZXl4eXF1dIQiC5bggCHBzc5O0ud817hy709fD+qlKLvXJpEmT0KZNG0RHRwPgWFvbiRMn0KxZM+j1eowbNw6ff/45wsLCOM42sGHDBpw7dw4JCQmVjnG8rSsqKgorV65ESkoKli5ditzcXDz77LO4evVqgxprxSNbEBH91+TJk3HgwAHs2rULcrm8ttNpkAIDA5Geno4bN25g+/btGDVqFL755pvaTqvBycrKwowZM7Br1y4olcraTqfB69Wrl+RzVFQUIiIisHnzZrRv376WsrI+3qmqB1xdXSGXy5Gfny+J5+fnQ6/X11JWdZuHhwcAPHTM9Ho9CgoKJG+GiKKIK1euSNrc7xp3jt3p62H9VCWX+uCDDz7AV199hdTUVDRv3twS51hbl0qlQosWLRAREYFp06ahTZs2WLlyJcfZyjIzM1FQUIAOHTrA1dUVrq6u2LdvH5KSkuDq6goXFxcAHG9bcXBwQHBwMM6dO9egvtssquoBlUqFiIgIpKWlSeJpaWmS58tUwc/PDx4eHpIxMxgMyMjIsIxZdHQ0ioqKkJmZaWmTmZmJ4uJiSZuMjAwYDAZLm7S0NDRt2hR+fn4AgPbt2z/0b1OVXOq6iRMnWgqqu1+DBjjWtmY2m2E0GjnOVta3b1/s378f6enplp+nnnoKAwYMQHp6Olq2bMnxtiGDwYCsrCx4eHg0qO+2fNKkSdMfcyyoFjRp0gRz5syBp6cnNBoNFixYgP3792P58uVwcnKq7fRqRVFREU6dOoXc3Fxs3LgRoaGhcHR0hNFohJOTE0wmExYvXoyAgACYTCZMmTIFubm5WLx4MdRqNdzc3HD48GGkpKSgTZs2uHDhAsaNG4fIyEjLa7oBAQFYt24djh8/jsDAQGRkZODDDz/E2LFjLf8Da9q0KWbPng2VSgVXV1ds2LABmzZtwpIlS+Dl5QVBEB6ZS102YcIEbNmyBevXr4e3tzeKi4tRXFwM4HbBX5Xfj2NdNdOnT4dKpYLZbMaFCxeQmJiIrVu3Yvr06Zbfh+NsHRqNBu7u7pKfL7/8Er6+vhg6dCi/11aWkJBg+W7/+uuveO+993Du3DksWrQIOp2uwYw1l1SoR5KSkrBkyRLk5uYiJCQEs2fPxtNPP13badWa9PR09OvXr1L85ZdfRmJiIkRRxNy5c7F+/XoUFhaiXbt2+OSTTxAaGmppW1hYiPfffx87d+4EAPTp0wfz58+3vNkG3J44PGHCBPz444/Q6XSIi4vDxIkTJRMmt2/fjlmzZiE7Oxv+/v5ISEjA888/bzlelVzqqrvH4m4TJ07EBx98AKBqvx/H+tFGjRqF9PR05OXlwdHREWFhYfjrX/+Knj17AuA421rfvn0tSyoAHG9rio+Px/79+1FQUAA3NzdERUVhypQpCA4OBtBwxppFFREREZEVcE4VERERkRWwqCIiIiKyAhZVRERERFbAooqIiIjIClhUEREREVkBiyoiIiIiK2BRRUT0mHQ6HebMmWPVa27atAk6nQ45OTlWvS4R1RwWVURUp9wpLu78uLq6IjQ0FKNHj8bFixdrO70ncuvWLcyZMwfp6em1nQoR2YCithMgIrqfSZMmwd/fH6WlpThw4AC2bNmCffv2ISMjA3Z2drWdXrWUlJRg3rx5AIDOnTtLjg0ZMgQDBgyoF1uOENH9sagiojqpZ8+eaN++PQDgz3/+M5ydnbFixQr8/e9/x8CBA2s5O+uTy+WQy+W1nQYRPQE+/iOieqFLly4AYJlzlJOTg7i4OPj7+8PT0xPdu3fHN998IzknPT0dOp0OW7duxezZsxEcHIymTZvixRdfxNmzZyVt+/bti759+1bqd9SoUWjTps1Dc7t27RqmTp2KTp06wdvbG82aNUPfvn2xf/9+S5ucnBwEBAQAAObNm2d5vDlq1CgAD55TtX37dnTr1g2enp7w9/fH8OHDcf78+Uo5enh44OLFi3jllVfQrFkzBAQEICEhASaT6aG5E5H18E4VEdULv/32GwDAxcUF+fn56N27N4qKijBy5Ei4urpi69atGDZsGNasWVPpTtbixYthNpsxZswYFBYWYvXq1ejXrx/27dsHZ2fnJ84tOzsb27dvR//+/dG8eXNcv34dGzduxAsvvIDdu3ejdevWcHNzw8KFCzF+/Hj86U9/smwG7u/v/8DrfvHFFxg5ciQiIiLw4YcfoqCgAKtXr8aBAwewd+9euLq6WtqazWYMHDgQkZGRmDlzJv71r39h+fLllkKMiGyPRRUR1Uk3btxAQUEBDAYDDh48iPnz50Or1aJ3795YtGgRLl++jB07dljmJsXFxaFbt26YMmUKYmNjoVQqLdfKz8/HoUOHLLvZd+7cGbGxsVixYgUSEhKeONfQ0FAcOXIEMlnFzf/XX38d7du3x+rVq7Fs2TLY29sjNjYW48ePR1hYGAYPHvzQa5aVlWHq1KkICgrCzp07odVqAQDdunVDv379sGjRIsyaNUvSPjY2FhMnTgQAxMfHo0uXLti4cSOLKqIawsd/RFQnDRgwAAEBAQgLC0N8fDz0ej22bNkCLy8vfPfdd2jbtq1ksrdWq8Xw4cORm5uLo0ePSq41ZMgQS0EFAF27dkVISAh27dpllVzVarWloDIYDLh69SpMJhMiIyNx5MiRal3zp59+Ql5eHuLj4y0FFXC7IIyIiMB3331X6ZzXXntN8rljx47Izs6uVv9E9Ph4p4qI6qR58+YhKCgIarUa3t7e8Pb2hiAIAIDz589bHp/dLSgoCADw+++/IyoqyhK/M5fpbgEBAdi7d69VcjWbzViyZAnWr19faU6Un59fta55Z95UYGBgpWOtWrVCamqqJKZUKuHp6SmJ6XQ6FBYWVqt/Inp8LKqIqE6KjIy0vP1XEwRBgCiKleJVmei9cOFCzJo1Cy+//DISEhLg4uICuVyOhQsXWuaC2drdjx6JqHawqCKiesfHxwdZWVmV4mfOnAEA+Pr6SuL3vul3J3Z3O51Od99HZfe+aXc/X3/9Nf7whz8gMTFREr931fU7d9qqwsfHBwCQlZWFHj16SI5lZWVV+h2JqPbxnzZEVO/07t0bR48elSxZYDAYkJycDA8PD0REREjab9myRfIYbM+ePfjll1/Qu3dvS8zf3x9ZWVm4cuWKJXb8+HEcPHjwkfnI5fJKd7kOHjyIzMxMSezO3KiqPJJ76qmnoNfrsX79ehgMBkt8//79+OmnnyS5E1HdwDtVRFTvjB07Fl999RUGDx4sWVLh1KlTWLNmDRQK6X/a3N3d8dxzz+HVV1/F9evXsWrVKnh6euKtt96ytHn11VexYsUKvPjiixg2bBjy8/Oxbt06BAcH4+bNmw/Np0+fPpg7dy5GjhyJTp064ezZs1i/fj2Cg4NRVFRkaafVahESEoJt27ahZcuWcHFxgZ+fn2T+1x1KpRIzZszAm2++iT59+uCll16yLKng5eWFsWPHPuEoEpG18U4VEdU77u7u2LVrF3r27ImkpCRMnz4doijis88+u+9q62PHjkW/fv2wbNkyLFu2DFFRUdixYwdcXFwsbYKCgrBq1SrcuHEDU6ZMwc6dO7F69Wq0bdv2kfmMHz8e77zzDtLT0zFx4kSkp6cjOTm50h0zAFi2bBl8fX2RkJCA4cOHY+3atQ+87pAhQ7BhwwaIoojp06cjKSkJvXr1wq5duyRrVBFR3SAUFhZWnplJRNQApKeno1+/fli7di0GDBhQ2+kQUQPHO1VEREREVsCiioiIiMgKWFQRERERWQHnVBERERFZAe9UEREREVkBiyoiIiIiK2BRRURERGQFLKqIiIiIrIBFFREREZEVsKgiIiIisoL/BxrpjgqsVb5JAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(df, outcome_col='y', treatment_col='w', treatment_effect_col='tau')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Uplift Curve Without Ground Truth"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If true treatment effect is unknown as in practice, the uplift curve of a model uses the cumulative mean difference of outcome in the treatment and control group sorted by model's CATE estimate.\n",
    "\n",
    "In the figure below, the uplift curves of X-learner as well as the ground truth show no lift incorrectly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:01:47.754106Z",
     "start_time": "2020-04-14T19:01:44.899377Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(df.drop('tau', axis=1), outcome_col='y', treatment_col='w')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## TMLE "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "toc-hr-collapsed": false
   },
   "source": [
    "### Uplift Curve with TMLE as Ground Truth"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "By using TMLE as a proxy of the ground truth, the uplift curves of X-learner and the ground truth become close to the original using the ground truth."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_fold = 5\n",
    "kf = KFold(n_splits=n_fold)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame({'y': y_test, 'w': treatment_test, 'p': e_test, 'X-Learner': cate_x_test, 'Actual': tau_test})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "inference_cols = []\n",
    "for i in range(X_test.shape[1]):\n",
    "    col = 'col_' + str(i)\n",
    "    df[col] = X_test[:,i]\n",
    "    inference_cols.append(col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>y</th>\n",
       "      <th>w</th>\n",
       "      <th>p</th>\n",
       "      <th>X-Learner</th>\n",
       "      <th>Actual</th>\n",
       "      <th>col_0</th>\n",
       "      <th>col_1</th>\n",
       "      <th>col_2</th>\n",
       "      <th>col_3</th>\n",
       "      <th>col_4</th>\n",
       "      <th>col_5</th>\n",
       "      <th>col_6</th>\n",
       "      <th>col_7</th>\n",
       "      <th>col_8</th>\n",
       "      <th>col_9</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6.808806</td>\n",
       "      <td>1</td>\n",
       "      <td>0.750090</td>\n",
       "      <td>0.909261</td>\n",
       "      <td>0.856218</td>\n",
       "      <td>0.911884</td>\n",
       "      <td>0.800551</td>\n",
       "      <td>0.637318</td>\n",
       "      <td>0.584033</td>\n",
       "      <td>0.041204</td>\n",
       "      <td>0.541312</td>\n",
       "      <td>0.183795</td>\n",
       "      <td>0.604942</td>\n",
       "      <td>0.802967</td>\n",
       "      <td>0.321925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5.074509</td>\n",
       "      <td>1</td>\n",
       "      <td>0.828351</td>\n",
       "      <td>0.696708</td>\n",
       "      <td>0.613880</td>\n",
       "      <td>0.871032</td>\n",
       "      <td>0.356727</td>\n",
       "      <td>0.168573</td>\n",
       "      <td>0.291071</td>\n",
       "      <td>0.953692</td>\n",
       "      <td>0.838566</td>\n",
       "      <td>0.497353</td>\n",
       "      <td>0.777390</td>\n",
       "      <td>0.811558</td>\n",
       "      <td>0.076717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-8.293643</td>\n",
       "      <td>0</td>\n",
       "      <td>0.230920</td>\n",
       "      <td>0.456776</td>\n",
       "      <td>0.335491</td>\n",
       "      <td>0.531401</td>\n",
       "      <td>0.139581</td>\n",
       "      <td>0.604482</td>\n",
       "      <td>0.051055</td>\n",
       "      <td>0.651872</td>\n",
       "      <td>0.878593</td>\n",
       "      <td>0.592694</td>\n",
       "      <td>0.695946</td>\n",
       "      <td>0.972597</td>\n",
       "      <td>0.178291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.511347</td>\n",
       "      <td>0</td>\n",
       "      <td>0.306119</td>\n",
       "      <td>0.189546</td>\n",
       "      <td>0.388202</td>\n",
       "      <td>0.615514</td>\n",
       "      <td>0.160891</td>\n",
       "      <td>0.825520</td>\n",
       "      <td>0.544876</td>\n",
       "      <td>0.107617</td>\n",
       "      <td>0.746920</td>\n",
       "      <td>0.002706</td>\n",
       "      <td>0.963717</td>\n",
       "      <td>0.603323</td>\n",
       "      <td>0.506294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.418169</td>\n",
       "      <td>0</td>\n",
       "      <td>0.293402</td>\n",
       "      <td>0.299151</td>\n",
       "      <td>0.476290</td>\n",
       "      <td>0.839696</td>\n",
       "      <td>0.112883</td>\n",
       "      <td>0.964546</td>\n",
       "      <td>0.336093</td>\n",
       "      <td>0.548355</td>\n",
       "      <td>0.649487</td>\n",
       "      <td>0.905765</td>\n",
       "      <td>0.249261</td>\n",
       "      <td>0.070978</td>\n",
       "      <td>0.947820</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          y  w         p  X-Learner    Actual     col_0     col_1     col_2  \\\n",
       "0  6.808806  1  0.750090   0.909261  0.856218  0.911884  0.800551  0.637318   \n",
       "1  5.074509  1  0.828351   0.696708  0.613880  0.871032  0.356727  0.168573   \n",
       "2 -8.293643  0  0.230920   0.456776  0.335491  0.531401  0.139581  0.604482   \n",
       "3  4.511347  0  0.306119   0.189546  0.388202  0.615514  0.160891  0.825520   \n",
       "4  5.418169  0  0.293402   0.299151  0.476290  0.839696  0.112883  0.964546   \n",
       "\n",
       "      col_3     col_4     col_5     col_6     col_7     col_8     col_9  \n",
       "0  0.584033  0.041204  0.541312  0.183795  0.604942  0.802967  0.321925  \n",
       "1  0.291071  0.953692  0.838566  0.497353  0.777390  0.811558  0.076717  \n",
       "2  0.051055  0.651872  0.878593  0.592694  0.695946  0.972597  0.178291  \n",
       "3  0.544876  0.107617  0.746920  0.002706  0.963717  0.603323  0.506294  \n",
       "4  0.336093  0.548355  0.649487  0.905765  0.249261  0.070978  0.947820  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "tmle_df = get_tmlegain(df, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "                       n_segment=5, cv=kf, calibrate_propensity=True, ci=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X-Learner</th>\n",
       "      <th>Actual</th>\n",
       "      <th>Random</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.0</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.2</th>\n",
       "      <td>0.137463</td>\n",
       "      <td>0.150106</td>\n",
       "      <td>0.095493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.4</th>\n",
       "      <td>0.254839</td>\n",
       "      <td>0.267014</td>\n",
       "      <td>0.190986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.6</th>\n",
       "      <td>0.346940</td>\n",
       "      <td>0.359990</td>\n",
       "      <td>0.286479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.8</th>\n",
       "      <td>0.434913</td>\n",
       "      <td>0.447867</td>\n",
       "      <td>0.381972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>0.477465</td>\n",
       "      <td>0.477465</td>\n",
       "      <td>0.477465</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     X-Learner    Actual    Random\n",
       "0.0   0.000000  0.000000  0.000000\n",
       "0.2   0.137463  0.150106  0.095493\n",
       "0.4   0.254839  0.267014  0.190986\n",
       "0.6   0.346940  0.359990  0.286479\n",
       "0.8   0.434913  0.447867  0.381972\n",
       "1.0   0.477465  0.477465  0.477465"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmle_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Uplift Curve wihtout CI"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Here we can directly use plot_tmle() function to generate the results and plot uplift curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_tmlegain(df, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "              n_segment=5, cv=kf, calibrate_propensity=True, ci=False)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "We also provide the api call directly with plot() by input the kind as 'tmle'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(df, kind='gain', tmle=True, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "     n_segment=5, cv=kf, calibrate_propensity=True, ci=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### AUUC Score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "X-Learner    0.275270\n",
       "Actual       0.283740\n",
       "Random       0.238733\n",
       "dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "auuc_score(df, tmle=True, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "           n_segment=5, cv=kf, calibrate_propensity=True, ci=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Uplift Curve with CI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "tmle_df = get_tmlegain(df, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "                       n_segment=5, cv=kf, calibrate_propensity=True, ci=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X-Learner</th>\n",
       "      <th>Actual</th>\n",
       "      <th>X-Learner LB</th>\n",
       "      <th>Actual LB</th>\n",
       "      <th>X-Learner UB</th>\n",
       "      <th>Actual UB</th>\n",
       "      <th>Random</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.0</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.2</th>\n",
       "      <td>0.145151</td>\n",
       "      <td>0.146628</td>\n",
       "      <td>0.127016</td>\n",
       "      <td>0.127210</td>\n",
       "      <td>0.163285</td>\n",
       "      <td>0.166046</td>\n",
       "      <td>0.096077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.4</th>\n",
       "      <td>0.252563</td>\n",
       "      <td>0.255667</td>\n",
       "      <td>0.216629</td>\n",
       "      <td>0.218323</td>\n",
       "      <td>0.288496</td>\n",
       "      <td>0.293011</td>\n",
       "      <td>0.192154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.6</th>\n",
       "      <td>0.352174</td>\n",
       "      <td>0.364541</td>\n",
       "      <td>0.300866</td>\n",
       "      <td>0.313233</td>\n",
       "      <td>0.403483</td>\n",
       "      <td>0.415850</td>\n",
       "      <td>0.288231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.8</th>\n",
       "      <td>0.433351</td>\n",
       "      <td>0.446890</td>\n",
       "      <td>0.366285</td>\n",
       "      <td>0.380624</td>\n",
       "      <td>0.500417</td>\n",
       "      <td>0.513157</td>\n",
       "      <td>0.384308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>0.480384</td>\n",
       "      <td>0.480384</td>\n",
       "      <td>0.441999</td>\n",
       "      <td>0.441999</td>\n",
       "      <td>0.518770</td>\n",
       "      <td>0.518770</td>\n",
       "      <td>0.480384</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     X-Learner    Actual  X-Learner LB  Actual LB  X-Learner UB  Actual UB  \\\n",
       "0.0   0.000000  0.000000      0.000000   0.000000      0.000000   0.000000   \n",
       "0.2   0.145151  0.146628      0.127016   0.127210      0.163285   0.166046   \n",
       "0.4   0.252563  0.255667      0.216629   0.218323      0.288496   0.293011   \n",
       "0.6   0.352174  0.364541      0.300866   0.313233      0.403483   0.415850   \n",
       "0.8   0.433351  0.446890      0.366285   0.380624      0.500417   0.513157   \n",
       "1.0   0.480384  0.480384      0.441999   0.441999      0.518770   0.518770   \n",
       "\n",
       "       Random  \n",
       "0.0  0.000000  \n",
       "0.2  0.096077  \n",
       "0.4  0.192154  \n",
       "0.6  0.288231  \n",
       "0.8  0.384308  \n",
       "1.0  0.480384  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmle_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_tmlegain(df, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "              n_segment=5, cv=kf, calibrate_propensity=True, ci=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(df, kind='gain', tmle=True, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "     n_segment=5, cv=kf, calibrate_propensity=True, ci=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "toc-hr-collapsed": true
   },
   "source": [
    "### Qini Curve with TMLE as Ground Truth"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Qini Curve without CI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "qini = get_tmleqini(df, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "                    n_segment=5, cv=kf, calibrate_propensity=True, ci=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X-Learner</th>\n",
       "      <th>Actual</th>\n",
       "      <th>Random</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.0</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100000.0</th>\n",
       "      <td>53513.373815</td>\n",
       "      <td>59840.329296</td>\n",
       "      <td>24964.329463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200000.0</th>\n",
       "      <td>92693.576894</td>\n",
       "      <td>104578.508000</td>\n",
       "      <td>49928.658925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300000.0</th>\n",
       "      <td>121232.782373</td>\n",
       "      <td>132653.427128</td>\n",
       "      <td>74892.988388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400000.0</th>\n",
       "      <td>136045.083604</td>\n",
       "      <td>145388.277994</td>\n",
       "      <td>99857.317851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500000.0</th>\n",
       "      <td>124821.647313</td>\n",
       "      <td>124821.647313</td>\n",
       "      <td>124821.647313</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              X-Learner         Actual         Random\n",
       "0.0            0.000000       0.000000       0.000000\n",
       "100000.0   53513.373815   59840.329296   24964.329463\n",
       "200000.0   92693.576894  104578.508000   49928.658925\n",
       "300000.0  121232.782373  132653.427128   74892.988388\n",
       "400000.0  136045.083604  145388.277994   99857.317851\n",
       "500000.0  124821.647313  124821.647313  124821.647313"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qini"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_tmleqini(df, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "              n_segment=5, cv=kf, calibrate_propensity=True, ci=False)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "We also provide the api call directly with plot() by input the kind as 'tmleqini'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(df, kind='qini', tmle=True, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "     n_segment=5, cv=kf, calibrate_propensity=True, ci=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Qini Score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "X-Learner    23814.998608\n",
       "Actual       33683.500462\n",
       "Random           0.000000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qini_score(df, tmle=True, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "           n_segment=5, cv=kf, calibrate_propensity=True, ci=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Qini Curve with CI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "qini = get_tmleqini(df, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "                    n_segment=5, cv=kf, calibrate_propensity=True, ci=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X-Learner</th>\n",
       "      <th>Actual</th>\n",
       "      <th>X-Learner LB</th>\n",
       "      <th>Actual LB</th>\n",
       "      <th>X-Learner UB</th>\n",
       "      <th>Actual UB</th>\n",
       "      <th>Random</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.0</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100000.0</th>\n",
       "      <td>53513.373815</td>\n",
       "      <td>59840.329296</td>\n",
       "      <td>46827.611036</td>\n",
       "      <td>51915.622165</td>\n",
       "      <td>60199.136594</td>\n",
       "      <td>67765.036427</td>\n",
       "      <td>24964.329463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200000.0</th>\n",
       "      <td>92693.576894</td>\n",
       "      <td>104578.508000</td>\n",
       "      <td>79515.426034</td>\n",
       "      <td>89298.783725</td>\n",
       "      <td>105871.727753</td>\n",
       "      <td>119858.232275</td>\n",
       "      <td>49928.658925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300000.0</th>\n",
       "      <td>121232.782373</td>\n",
       "      <td>132653.427128</td>\n",
       "      <td>103649.630931</td>\n",
       "      <td>113772.913012</td>\n",
       "      <td>138815.933816</td>\n",
       "      <td>151533.941243</td>\n",
       "      <td>74892.988388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400000.0</th>\n",
       "      <td>136045.083604</td>\n",
       "      <td>145388.277994</td>\n",
       "      <td>115586.643138</td>\n",
       "      <td>124194.530581</td>\n",
       "      <td>156503.524070</td>\n",
       "      <td>166582.025407</td>\n",
       "      <td>99857.317851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500000.0</th>\n",
       "      <td>124821.647313</td>\n",
       "      <td>124821.647313</td>\n",
       "      <td>124821.647313</td>\n",
       "      <td>124821.647313</td>\n",
       "      <td>124821.647313</td>\n",
       "      <td>124821.647313</td>\n",
       "      <td>124821.647313</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              X-Learner         Actual   X-Learner LB      Actual LB  \\\n",
       "0.0            0.000000       0.000000       0.000000       0.000000   \n",
       "100000.0   53513.373815   59840.329296   46827.611036   51915.622165   \n",
       "200000.0   92693.576894  104578.508000   79515.426034   89298.783725   \n",
       "300000.0  121232.782373  132653.427128  103649.630931  113772.913012   \n",
       "400000.0  136045.083604  145388.277994  115586.643138  124194.530581   \n",
       "500000.0  124821.647313  124821.647313  124821.647313  124821.647313   \n",
       "\n",
       "           X-Learner UB      Actual UB         Random  \n",
       "0.0            0.000000       0.000000       0.000000  \n",
       "100000.0   60199.136594   67765.036427   24964.329463  \n",
       "200000.0  105871.727753  119858.232275   49928.658925  \n",
       "300000.0  138815.933816  151533.941243   74892.988388  \n",
       "400000.0  156503.524070  166582.025407   99857.317851  \n",
       "500000.0  124821.647313  124821.647313  124821.647313  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qini"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_tmleqini(df, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "              n_segment=5, cv=kf, calibrate_propensity=True, ci=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(df, kind='qini', tmle=True, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "     n_segment=5, cv=kf, calibrate_propensity=True, ci=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "metadata": {
     "collapsed": false
    },
    "source": []
   }
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
